Comment on ''Implementation of the LDA+U method using the full-potential linearized augment
人脸识别论文
中文摘要摘要人脸识别技术属于生物验证的一种,在身份验证领域日益发挥重要作用,具有十分广泛的应用前景。
人脸检测和定位问题是人脸识别技术首先要解决的问题。
人脸检测算法是一个高效的、自动的人脸识别系统中的关键技术之一。
如今人脸检测问题已成为一个热门研究领域,新的算法不断被提出,不过由于人脸的复杂性,目前尚不能找到一个完美的算法。
在不同应用环境下,有不同的算法,本文针对应用于视频中人脸检测问题进行了研究,论文的主要工作如下:本文首先对人脸识别的任务提出了要求并阐述了其难点,结合其实现难度,提出一个能教快速的识别出图片中人脸的基于肤色的人脸检测算法,由于其一般适用性本文使用了RGB色彩空间,本算法将三维RGB空间映射为两维独立分布的空间。
在二维空间下,肤色类聚性好且符合高斯分布,利用人工阈值法将肤色与非肤色区域分开,形成二值图像。
非肤色区域中依然有可能有部分区域颜色与肤色相近,所以阈值分割后的图像依然存有部分假肤色区域,经过形态学处理和限制长宽比之后,可得到人脸区域。
在确定人脸区域后,我们需要在原图上对人脸区域进行标记,这里可通过找到一些关键点,作出矩形框标记人脸区域关键字:人脸识别,肤色检测,色彩空间,高斯分布,人脸检测- I -Abstract(英文摘要)AbstractFace recognition technology is biological validation of an increasingly important role in the field of authentication, a very wide range of applications. Face detection and face recognition technology positioning problem is to be solved first. Face detection algorithm is an efficient, one of the key technologies of automatic face recognition system. Now face detection has become a hot area of research, new algorithms constantly being made, but because of the complexity of the human face, is still unable to find a perfect algorithm. In different environments, there are different algorithms, this paper applies to video Face Detection conducted a study, the main work of this thesis is as follows:This paper proposes a face recognition task requirements and described its difficulties, combined with the difficulty of its implementation, proposes a can teach quickly identify the faces in the pictures Face detection algorithm based on skin color, because of its general applicability as used herein, the RGB color space, thisthree-dimensional RGB space mapping algorithm is a two-dimensional space of independent distribution. In two-dimensional space, color clustering is good and in line with the Gaussian distribution, the use of artificial threshold method to separate color and non-color area, forming a binary image.Non-skin area, there are still some regions may have similar color and skin color, the image thresholding is still there after part false color region, after morphological and restrictions aspect ratio obtained face region.In determining the face region, we need to face in the picture area mark, there may be some of the key points by finding made rectangle marked face regionKeywords: face recognition, color detection, color space, the Gaussian distribution, face detection- II -目录目录摘要 (I)ABSTRACT(英文摘要) (Ⅱ)目录 (Ⅲ)第一章绪论 (1)第二章需求分析 (3)2.1任务概述 (3)2.1.1 人脸识别完成的主要目标 (3)2.2需求规定 (3)2.2.1 对功能的规定 (3)第三章基于肤色检测的人脸识别及实现 (4)3.1人脸肤色建模 (4)3.1.1 色彩空间 (4)3.1.2 图片的修正处理 (5)3.1.3 人脸肤色模型 (5)3.1.4 特征的确定 (13)3.2各功能模块的实现 (14)3.2.1 打开图像模块 (14)3.2.2 脸和头发识别模块 (16)3.2.3 标记模块 (17)3.2.4 特征提取模块 (24)附录 (39)结束语 (63)参考文献 (64)致谢 (65)- III -第一章绪论第一章绪论随着科学技术的进步和社会的发展,对快速、有效辨别人身的需求越来越迫切。
Analytical Procedures and Methods Validation
Guidance for IndustryAnalytical Procedures andMethods Validation Chemistry, Manufacturing, and Controls DocumentationDRAFT GUIDANCEThis guidance document is being distributed for comment purposes only.Comments and suggestions regarding this draft document should be submitted within 90 days of publication in the Federal Register of the notice announcing the availability of the draft guidance. Submit comments to Dockets Management Branch (HFA-305), Food and Drug Administration, 5630 Fishers Lane, rm. 1061, Rockville, MD 20852. All comments should be identified with the docket number listed in the notice of availability that publishes in the Federal Register.For questions on the contents of this draft document contact (CDER) Radhika Rajagopalan, 301-827-5849 or (CBER) Alfred Del Grosso, 301-435-4988.U.S. Department of Health and Human ServicesFood and Drug AdministrationCenter for Drug Evaluation and Research (CDER)Center for Biologics Evaluation and Research (CBER)August 2000CMC #Guidance for Industry Analytical Procedures andMethods Validation Chemistry, Manufacturing, and Controls DocumentationAdditional copies are available from:Office of Training and CommunicationsDivision of Communications ManagementDrug Information Branch, HFD-210Center for Drug Evaluation and Research (CDER)5600 Fishers LaneRockville, Maryland 20857(Tel) 301-827-4573(Internet) /cder/guidance/index.htmorOffice of CommunicationsTraining and Manufacturers Assistance, HFM-40Center for Biologics Evaluation and Research (CBER)1401 Rockville PikeRockville, Maryland 20852-1448(Fax) 888-CBERFAX or 301-827-3844(Voice Information) 800-835-4709 or 301-827-1800(Internet) /cber/guidelines.htmU.S. Department of Health and Human ServicesFood and Drug AdministrationCenter for Drug Evaluation and Research (CDER)Center for Biologics Evaluation and Research (CBER)August 2000CMC #Table of ContentsI.INTRODUCTION (1)II.BACKGROUND (2)III.TYPES OF ANALYTICAL PROCEDURES (3)A.R EGULATORY A NALYTICAL P ROCEDURE (3)B.A LTERNATIVE A NALYTICAL P ROCEDURE (3)C.S TABILITY-I NDICATING A SSAY (4)IV.REFERENCE STANDARDS (4)A.T YPES OF S TANDARDS (4)B.C ERTIFICATE OF A NALYSIS (4)C.C HARACTERIZATION OF A R EFERENCE S TANDARD (4)V.METHODS VALIDATION FOR INDS (6)VI.CONTENT AND FORMAT OF ANALYTICAL PROCEDURES FOR NDAS, ANDAS, BLAS, AND PLAS (6)A.P RINCIPLE (6)B.S AMPLING (7)C.E QUIPMENT AND E QUIPMENT P ARAMETERS (7)D.R EAGENTS (7)E.S YSTEM S UITABILITY T ESTING (7)F.P REPARATION OF S TANDARDS (7)G.P REPARATION OF S AMPLES (8)H.P ROCEDURE (8)I.C ALCULATIONS (8)J.R EPORTING OF R ESULTS (8)VII.METHODS VALIDATION FOR NDAS, ANDAS, BLAS, AND PLAS (9)A. N ONCOMPENDIAL A NALYTICAL P ROCEDURES (9)1.Validation Characteristics (9)2.Other Methods Validation Information (10)a.Robustness (11)b.Stress Studies (11)c.Instrument Output/Raw Data (11)3.Recommended Validation Characteristics for Types of Tests (13)B.C OMPENDIAL A NALYTICAL P ROCEDURES (15)VIII.STATISTICAL ANALYSIS (15)A.G ENERAL (15)B.C OMPARATIVE S TUDIES (16)C.S TATISTICS (16)IX.REVALIDATION (16)X.METHODS VALIDATION PACKAGE: CONTENTS AND PROCESSING (17)A.M ETHODS V ALIDATION P ACKAGE (17)B.S ELECTION AND S HIPMENT OF S AMPLES (18)C.R ESPONSIBILITIES OF THE V ARIOUS P ARTIES (19)XI.METHODOLOGY (20)A.H IGH-P RESSURE L IQUID C HROMATOGRAPHY (HPLC) (20)B.G AS C HROMATOGRAPHY (GC) (22)C.S PECTROPHOTOMETRY, S PECTROSCOPY, S PECTROMETRY AND R ELATED P HYSICAL M ETHODOLOGIES (23)D.C APILLARY E LECTROPHORESIS (CE) (23)E.O PTICAL R OTATION (24)F.M ETHODOLOGIES R ELATING TO P ARTICLE S IZE A NALYSIS (25)G.D ISSOLUTION (26)H.O THER I NSTRUMENTATION (27)ATTACHMENT ANDA, ANDA, BLA, AND PLA SUBMISSION CONTENTS (28)ATTACHMENT BMETHODS VALIDATION PROBLEMS AND DELAY (29)REFERENCES (30)GLOSSARY (32)Guidance for Industry 112Analytical Procedures and Methods Validation 3456789101112If you plan to submit comments on this draft guidance, to expedite FDA review of your comments, please:1314! Clearly explain each issue/concern and, when appropriate, include a proposed revision and 15the rationale and/or justification for the proposed change.16! Identify specific comments by line numbers; use the pdf version of the document whenever 17possible.18! If possible, e-mail an electronic copy (Word or WordPerfect) of the comments you have 19submitted to the docket to cunninghamp@.2021I.INTRODUCTION 2223This guidance provides recommendations to applicants on submitting analytical procedures,2 validation 24data, and samples to support the documentation of the identity, strength, quality, purity, and potency 25of drug substances and drug products.3 This guidance is intended to assist applicants in assembling 26information, submitting samples, and presenting data to support analytical methodologies. The 27recommendations apply to drug substances and drug products covered in new drug applications 28(NDAs), abbreviated new drug applications (ANDAs), biologics license applications (BLAs), product 29license applications (PLAs), and supplements to these applications.4 The principles also apply to drug 30substances and drug products covered in Type II drug master files (DMFs). If a different approach is311 This guidance has been prepared by the Analytical Methods Technical Committee of the Chemistry,Manufacturing, and Controls Coordinating Committee (CMC CC) in the Center for Drug Evaluation and Research (CDER) and the Center for Biologics Evaluation and Research (CBER) at the Food and Drug Administration (FDA).2 Analytical procedure is interchangeable with method or test procedure .3The terms drug substance and drug product, as used in this guidance, refer to human drugs and biologics.4Sponsors preparing investigational new drug applications (INDs) should also consider therecommendations in this guidance. However, the amount and depth of the information that should be submitted to support an IND depends in large part on the phase of the investigation and the specific testing proposed inhumans (see section V).32chosen, the applicant is encouraged to discuss the matter in advance with the center with product33jurisdiction to prevent the expenditure of resources on preparing a submission that may later be34determined to be unacceptable.3536The principles of methods validation described in this guidance apply to all types of analytical37procedures. However, the specific recommendations in this guidance may not be applicable to certain 38unique analytical procedures for products such as biological, biotechnological, botanical, or39radiopharmaceutical drugs. For example, many bioassays are based on animal challenge models,40immunogenicity assessments, or other immunoassays that have unique features that should be41considered when submitting analytical procedure and methods validation information. Furthermore, 42specific recommendations for biological and immunochemical tests that may be necessary for43characterization and quality control of many drug substances and drug products are beyond the scope 44of this guidance document. Although this guidance does not specifically address the submission of45analytical procedures and validation data for raw materials, intermediates, excipients, container closure 46components, and other materials used in the production of drug substances and drug products,validated analytical procedures should be used to analyze these materials. For questions on4748appropriate validation approaches for analytical procedures or submission of information not49addressed in this guidance, applicants should consult with the appropriate chemistry review staff atFDA.505152This guidance, when finalized, will replace the FDA guidance for industry on Submitting Samples and 53Analytical Data for Methods Validation (February 1987).545556II.BACKGROUND5758Each NDA and ANDA must include the analytical procedures necessary to ensure the identity,59strength, quality, purity, and potency of the drug substance and drug product, including bioavailability 60of the drug product (21 CFR 314.50(d)(1) and 314.94(a)(9)(i)). Data must be available to establish 61that the analytical procedures used in testing meet proper standards of accuracy and reliability (2162CFR 211.165(e) and 211.194(a)(2)).6364Methods validation is the process of demonstrating that analytical procedures are suitable for their 65intended use. The methods validation process for analytical procedures begins with the planned and 66systematic collection by the applicant of the validation data to support the analytical procedures. The 67review chemist evaluates the analytical procedures and validation data submitted in the NDA or68ANDA. On request from FDA, an NDA or ANDA applicant must submit samples of drug product, 69drug substance, noncompendial reference standards, and blanks so that the applicant=s drug substance 70and drug product analytical procedures can be evaluated by FDA laboratories (21 CFR 314.50(e) 71and 314.94(a)(10)). The FDA laboratory analysis demonstrates that the analytical procedures are72reproducible by laboratory testing. The review chemists and laboratory analysts determine thesuitability of the analytical procedures for regulatory purposes. FDA investigators inspect the7374analytical laboratory testing sites to ensure that the analytical procedures used for release and stability75testing comply with current good manufacturing practices (CGMPs) (21 CFR part 211) or good76laboratory practices (GLPs) (21 CFR part 58), as appropriate.7778Each BLA and PLA must include a full description of the manufacturing methods, including analytical 79procedures, that demonstrate that the manufactured product meets prescribed standards of safety,80purity, and potency (21 CFR 601.2(a) and 601.2(c)(1)(iv)). Data must be available to establish that 81the analytical procedures used in testing meet proper standards of accuracy and reliability (21 CFR 82211.194(a)(2)). For BLAs, PLAs, and their supplements, the analytical procedures and their83validation are submitted as part of the license application or supplement and are evaluated by the84review committee. Representative samples of the product must be submitted and summaries of results 85of tests performed on the lots represented by the submitted sample must be provided (21 CFR86601.2(a) and 601.2(c)(1)(vi)). The review committee chair may request analytical testing by CBER laboratory analysts to evaluate the applicant=s analytical procedures and verify the test results.878889All analytical procedures are of equal importance from a validation perspective. In general, validated 90analytical procedures should be used, irrespective of whether they are for in-process, release,91acceptance, or stability testing. Each quantitative analytical procedure should be designed to minimize 92assay variation.9394Analytical procedures and validation data are submitted in the sections of the application on analytical 95procedures and controls. Recommendations on information to be submitted are included in sections 96III through IX and XI of this guidance. Information on submission of the methods validation97package to the NDA or ANDA and samples to the FDA laboratories is provided in section X.9899100III.TYPES OF ANALYTICAL PROCEDURES101A.Regulatory Analytical Procedure102103104A regulatory analytical procedure is the analytical procedure used to evaluate a defined 105characteristic of the drug substance or drug product. The analytical procedures in the U.S. 106Pharmacopeia/National Formulary (USP/NF) are those legally recognized under section 107501(b) of the Food, Drug, and Cosmetic Act (the Act) as the regulatory analytical proceduresfor compendial items. For purposes of determining compliance with the Act, the regulatory 108109analytical procedure is used.110B.Alternative Analytical Procedure111112113An alternative analytical procedure is an analytical procedure proposed by the applicant for 114use instead of the regulatory analytical procedure. A validated alternative analytical procedure 115should be submitted only if it is shown to perform equal to or better than the regulatory116analytical procedure. If an alternative analytical procedure is submitted, the applicant should 117provide a rationale for its inclusion and identify its use (e.g., release, stability testing), validation118data, and comparative data to the regulatory analytical procedure.119C.Stability-Indicating Assay120121122A stability-indicating assay is a validated quantitative analytical procedure that can detect 123the changes with time in the pertinent properties of the drug substance and drug product. A 124stability-indicating assay accurately measures the active ingredients, without interference from 125degradation products, process impurities, excipients, or other potential impurities. If an126applicant submits a non-stability-indicating analytical procedure for release testing, then an 127analytical procedure capable of qualitatively and quantitatively monitoring the impurities,128including degradation products, should complement it. Assay analytical procedures for129stability studies should be stability-indicating, unless scientifically justified.130131132IV.REFERENCE STANDARDS133A.Types of Standards134135136A reference standard (i.e., primary standard) may be obtained from the USP/NF or other 137official sources (e.g., CBER, 21 CFR 610.20). If there are questions on whether a source of 138a standard would be considered by FDA to be an official source, applicants should contact 139the appropriate chemistry review staff. When there is no official source, a reference standard 140should be of the highest possible purity and be fully characterized.141142A working standard (i.e., in-house or secondary standard) is a standard that is qualifiedagainst and used instead of the reference standard.143144145B.Certificate of Analysis146147A certificate of analysis (COA) for reference standards from non-official sources should be 148submitted in the section of the application on analytical procedures and controls. Forstandards from official sources, the user should ensure the suitability of the reference standard. 149150The standard should be stored correctly and used within the established use interval.151152C.Characterization of a Reference Standard153154Reference standards from USP/NF and other official sources do not require furthercharacterization. A reference standard that is not obtained from an official source should be of 155156the highest purity that can be obtained by reasonable effort, and it should be thoroughly157characterized to ensure its identity, strength, quality, purity, and potency. The qualitative and 158quantitative analytical procedures used to characterize a reference standard are expected to 159be different from, and more extensive than, those used to control the identity, strength, quality, 160purity, and potency of the drug substance or the drug product. Analytical procedures used tocharacterize a reference standard should not rely solely on comparison testing to a previously 161162designated reference standard.163Generally, this characterization information should include:164165166! A brief description of the manufacture of the reference standard, if the manufacturing 167process differs from that of the drug substance. Any additional purification168procedures used in the preparation of the reference standard should be described. 169170!Legible reproductions of the relevant spectra, chromatograms, thin-layer171chromatogram (TLC) photographs or reproductions, and other appropriate172instrumental recordings.173!Data establishing purity. The data should be obtained by using appropriate tests, such 174175as TLC, gas chromatography (GC), high-pressure liquid chromatography (HPLC), 176phase solubility analysis, appropriate thermometric analytical procedures, and others 177as necessary.178179!Appropriate chemical attribute information, such as structural formula, empiricalformula, and molecular weight. Information to substantiate the proof of structure180181should include appropriate analytical tests, such as elemental analysis, infrared182spectrophotometry (IR), ultraviolet spectrophotometry (UV), nuclear magnetic183resonance spectroscopy (NMR), and mass spectrometry (MS), as well as applicable 184functional group analysis. Detailed interpretation of the test data in support of the 185claimed structure should be provided.186187! A physical description of the material, including its color and physical form.188189!Appropriate physical constants such as melting range, boiling range, refractive index, 190dissociation constants (pK values), and optical rotation.191192! A detailed description of the analytical procedures used to characterize the reference 193standard.194195For biotechnological/biological product reference standards, the recommendations on196characterization information above may apply and should be considered. However, additional 197and/or different tests would be important to assess physicochemical characteristics, structural 198characteristics, biological activity, and/or immunochemical activity. Physicochemical199determinations may include isoform, electrophoretic, and liquid chromatographic patterns, as 200well as spectroscopic profiles. Structural characterization may include a determination of 201amino acid sequence, amino acid composition, peptide map, and carbohydrate structure.Biological and/or immunochemical activity should be assessed using the same analytical202203procedures used to determine product potency. These can include animal-based, cell culture-based, biochemical, or ligand/receptor-binding assays. While these tests may be needed for 204205complete characterization of certain reference standards, specific recommendations for206validation of biological and immunochemical tests are not contained in this guidance document. 207208209V.METHODS VALIDATION FOR INDs210211For an investigational new drug, sufficient information is required in each phase of an investigation to 212ensure proper identification, quality, purity, strength, and/or potency. The amount of information on analytical procedures and methods validation necessary will vary with the phase of the investigation 213214(21 CFR 312.23(a)(7)).215216For general guidance on analytical procedures and methods validation information to be submitted for 217phase 1 studies, sponsors should refer to the FDA guidance for industry on Content and Format of 218Investigational New Drug Applications (INDs) for Phase 1 Studies of Drugs, Including Well-219Characterized, Therapeutic, Biotechnology-Derived Products (November 1995). General220guidance regarding analytical procedures and methods validation information to be submitted for phase 2212 or phase3 studies will be provided in the FDA guidance for industry INDs for Phase 2 and 3222Studies of Drugs, Including Specified Therapeutic Biotechnology-Derived Products, Chemistry, 223Manufacturing, and Controls Content and Format, when finalized (draft guidance published April 2241999).225226All analytical procedures should be fully developed and validation completed when the NDA, ANDA, 227BLA, or PLA is submitted.228229230VI.CONTENT AND FORMAT OF ANALYTICAL PROCEDURES FOR NDAs,231ANDAs, BLAs, AND PLAs232233Any analytical procedure submitted in an NDA, ANDA, BLA, or PLA should be described in234sufficient detail to allow a competent analyst to reproduce the necessary conditions and obtain results 235comparable to the applicant=s. Aspects of the analytical procedure that require special attention236should be described. If the analytical procedure used is in the current revision of the USP/NF or other FDA recognized standard references (e.g., AOAC International Book Of Methods) and the237238referenced analytical procedure is not modified, a statement indicating the analytical procedure and 239reference may be provided rather than a description of the method (21 CFR 211.194). A description of analytical procedures from any other published sources should be provided, because the referenced 240241sources may not be readily accessible to the reviewer.242243The following is a list of information that should typically be included in a description of an analytical 244procedure.245246A.Principle248A statement of the principle of the analytical procedure should be included. For example, 249separation is based on isocratic reversed phase HPLC with detection by UV.250251B.Sampling252253The number of samples (e.g., vials, tablets) selected, how they are used (i.e., as individual or 254composite samples), and the number of replicate analyses per sample should be described. 255256C.Equipment and Equipment Parameters257258A listing of all equipment (e.g., instrument type, detector, column type, dimensions) should be 259included, as well as a list of equipment parameters (e.g., flow rate, temperatures, run time,wavelength settings). A drawing representing the experimental configuration (e.g., illustrating 260261positions for a spray pattern analytical procedure) should be provided, when appropriate. 262D.Reagents263264265A list of reagents and their grades (e.g., USP/NF, American Chemical Society (ACS)266Analytical Reagent) should be included. If in-house or modified commercial reagents are 267used, directions for their preparation should be included. Unstable or potentially hazardous 268reagents should be identified, and storage conditions, directions for safe use, and usable shelf 269life for these reagents should be specified.270271E.System Suitability Testing272273System suitability test parameters and acceptance criteria are based on the concept that theequipment, electronics, analytical operations, and samples to be analyzed constitute an274275integrated system. System suitability testing ensures that the system is working properly at the 276time of analysis. Appropriate system suitability criteria should be defined and included in the 277analytical procedure.278279All chromatographic analytical procedures should include system suitability testing and criteria. 280Parameters typically used in system suitability evaluations are defined and discussed in theCDER reviewer guidance on Validation of Chromatographic Methods (November 1994). 281282283System suitability testing is recommended as a component of any analytical procedure, not justthose that involve chromatographic techniques. Regardless of the type of analytical284285procedure, testing should be used to confirm that the system will function correctly286independent of the environmental conditions. For example, titration analytical procedures 287should always include the evaluation of a blank (commonly referred to as a blank titration). 288289F.Preparation of StandardsProcedures for the preparation of all standard solutions (e.g., stock, working standard291292solutions, internal standards) should be included.293G.Preparation of Samples294295296Sample preparation for individual tests should be clearly described. Specific details should beprovided for unusual sample preparations (e.g., solid-phase extraction, derivatization).297298299H.Procedure300301A step-by-step description of the procedure should be provided. The description should 302include, where appropriate, equilibration times, injection sampling sequence, and system303suitability or start-up parameters. Unusual hazards should be identified.304305I.Calculations306307Representative calculations, with a tabulation defining all symbols and numerical factors, and 308specific instructions for the calculation of degradation products and impurities should be309included. Any mathematical transformations or formulas used in data analysis should be310described in detail. These may include logarithmic transformations used to obtain a linear 311relationship from exponential data, or the use of multiple order regression analyses.312313J.Reporting of Results3143151.General316317The format used to report results (e.g., percent label claim, weight/weight,318weight/volume, parts per million (ppm)) including the specific number of significant 319figures to be reported should be provided.3203212.Impurities Analytical Procedures322323The name and location/identifier (e.g., retention time (RT), relative retention time(RRT)) of impurities and the type of impurity (e.g., process, degradant, excipient324325degradant) should be included in the analytical procedures for impurities in the drug 326substance and drug product. The detection limit (DL) or quantitation limit (QL)should be stated, as appropriate. The DL or QL can be set using the drug substance's 327328detection response.329330Reporting of organic impurities should cover (1) specified identified impurities by331name, (2) specified unidentified impurities by location/identifier, (3) any unspecified 332impurities, and (4) total impurities. The total organic impurities for the drug product or333drug substance is the sum of all impurities equal to or greater than their individual QL. 334See recommendations regarding appropriate QLs in FDA impurities guidances (see 335references). Inorganic impurities and residual solvents should also be addressed. 336337For the drug product, drug substance process impurities may be excluded from338reporting if an acceptable rationale is provided in the sections on analytical procedures 339and controls. Drug product impurities from the drug product manufacturing process, 340packaging, and labeling should be addressed.341342The above reporting information may not be strictly applicable to all products (e.g., 343biological, biotechnological, botanical, radiopharmaceutical drugs), but any significant 344process and product-related impurities should be determined and reported.345346347VII.METHODS VALIDATION FOR NDAs, ANDAs, BLAs, AND PLAs348A. Noncompendial Analytical Procedures349350351In an NDA, ANDA, BLA, or PLA, data must be submitted to establish that the analytical 352procedures used in testing meet proper standards of accuracy and reliability (21 CFR353211.194(a)(2)). Methods validation is the process of demonstrating that analytical354procedures are suitable for their intended use. At the time of submission, the NDA, ANDA, 355BLA, or PLA should contain methods validation information to support the adequacy of the 356analytical procedures.357358The International Conference on Harmonisation (ICH) guidance Q2A Text on Validation of 359Analytical Procedures (March 1995) and Q2B Validation of Analytical Procedures:360Methodology (November 1996) provide recommendations on validation of analytical361procedures. Analytical procedures outside the scope of the ICH guidances should still be 362validated.3633641.Validation Characteristics365Applicants should submit information on the validation characteristics of their366367proposed analytical procedures (see ICH Q2A and ICH Q2B). Although not all of 368the validation characteristics are needed for all types of tests (see section VII.A.3),typical validation characteristics are:369370371!Accuracy372!Precision (repeatability and intermediate precision)373!Specificity374!Detection limit375!Quantitation limit。
implementation用法(一)
implementation用法(一)ImplementationImplementation, in the context of creativity, refers to the process of bringing a concept or idea into reality. It involves turning an idea into a tangible form, such as a product, artwork, or project. This article explores various aspects of implementation and its significance in thecreative process.Importance of Implementation1.Bringing ideas to life: Implementation is crucial inconverting abstract thoughts and concepts into somethingconcrete. It is the bridge that connects imagination toreality.2.Testing and refining: Through implementation, creatorscan test the feasibility and practicality of their ideas.It allows for the identification of potential flaws orimprovements early in the process.3.Showing value: Implementation demonstrates the value ofan idea. It showcases the effort, skill, andcraftsmanship involved in transforming a concept into a final result.Methods of Implementation1.Prototyping: Creating a prototype is an effective way toimplement an idea. It involves constructing apreliminary version of the final product or project totest its functionality and gather feedback.2.Iterative development: This approach involvesimplementing an idea in stages, refining and enhancingit over time. Each iteration builds upon the previousone, incorporating feedback and making necessaryadjustments.3.Collaboration: Implementing an idea often involvesteamwork, where individuals with different skills andexpertise contribute to its realization. Collaborationallows for diverse perspectives and a more comprehensive implementation process.Challenges in Implementation1.Resource constraints: Limited time, budget, or materialscan pose challenges during implementation. It mayrequire creative problem-solving or making compromisesto accomplish the desired outcome.2.Technical difficulties: Implementing certain ideas mayencounter technical obstacles, requiring additionalresearch or expertise to overcome them.3.Managing complexity: Some ideas are intricate andcomplex, requiring careful planning and execution.Managing complexity involves breaking down theimplementation process into manageable tasks andorganizing them effectively.Strategies for Successful Implementation1.Clear objectives: Clearly defining objectives anddesired outcomes helps in guiding the implementationprocess. It provides a sense of direction and ensuresalignment with the original vision.2.Effective communication: Communication plays a vitalrole in successful implementation. It facilitatescoordination, feedback, and the exchange of ideasbetween team members.3.Flexibility and adaptability: Implementation may requireadjustments or changes along the way. Being open toadapting plans and embracing flexibility can lead tomore successful outcomes.ConclusionImplementation is the realization of creativity. It transforms ideas into tangible forms, bringing them to life. By considering the importance of implementation, various methods, challenges, and strategies, creators can enhance their ability to execute their ideas successfully and achieve their artistic goals.Example of Implementation in ArtArtists often face the challenge of implementing their creative vision and ideas into physical artworks. Here are some examples of implementation in art:Painting•Material selection: Artists may choose different types of paints, brushes, and canvases based on the desiredeffect and technique they want to achieve.•Color mixing: The implementation of colors requires an understanding of color theory and the ability to mixpaints to create various shades and tones. •Composition: Artists need to arrange the elements within their paintings in a visually pleasing and balanced way, considering factors like color, shape, and focal point.Sculpture•Choice of medium: Sculptors select materials such as wood, stone, metal, or clay to create their sculptures.Each material requires different tools and techniquesfor implementation.•Modeling and shaping: Sculptors implement their ideas by manipulating the material, carving, molding, orassembling different elements to create the desired form. •Surface treatment: Depending on the desired effect, sculptors may use techniques like polishing, sanding, orapplying various finishes to enhance the visual appealof the sculpture.Installation Art•Spatial planning: Installation artists implement their ideas by carefully planning the placement andarrangement of various elements within a specific space. •Site-specific considerations: Implementing ideas in installation art often involves considering the uniquecharacteristics and requirements of the exhibition venue. •Interaction and engagement: Installation artists aim to create immersive experiences by incorporating viewerinteraction or engagement with the artwork. Thisimplementation requires careful consideration of userexperience and accessibility.Overall, implementation in art requires technical skills, creativity in material selection and manipulation, and a deep understanding of the chosen medium. Artists navigate these challenges to bring their artistic vision to life and communicate their ideas to the audience.Example of Implementation in TechnologyImplementation also plays a crucial role in the field of technology, where ideas are transformed into software, applications, or systems. Here are some examples:Software Development•Coding and programming: Developers implement ideas by writing code and creating software applications orsolutions according to predefined requirements. •Testing and debugging: Implementation involves thorough testing, identifying and fixing bugs or issues to ensure the software functions as intended.•User interface design: Implementing ideas in software includes designing user-friendly interfaces that enhancethe overall user experience.Website Development•Front-end development: Implementing ideas in web design involves building the visual and interactive elements ofa website using HTML, CSS, and JavaScript.•Back-end development: Implementing ideas on the server-side, developers create databases, APIs, and implementbusiness logic to support the functionality of a website. •Responsive design: Implementing responsive design allows websites to adapt to different screen sizes and devices,optimizing the user experience.Project Management•Planning and organization: Project managers implement ideas by creating detailed project plans, assigningtasks, and managing resources to ensure successfulproject completion.•Monitoring and control: During implementation, project managers closely monitor progress, identify deviations,and take corrective measures to keep the project ontrack.•Risk management: Implementation requires identifying potential risks, developing strategies to mitigate them,and implementing measures to minimize their impact onthe project.In the field of technology, implementation requires a combination of technical skills, project management abilities, and attention to detail. By successfully implementing ideas, technology professionals bring innovative solutions and applications into reality, benefiting businesses and societyas a whole.。
doa授权管理制度英文
doa授权管理制度英文IntroductionDelegation of Authority (DOA) is an essential component of any organization's governance structure. It defines the levels of authority and responsibility within the organization and ensures that decision-making processes are clear, efficient, and transparent. A DOA Authorization Management System is a set of policies, procedures, and controls that govern the delegation of authority within an organization. This system helps ensure that the right people have the right level of authority to make decisions and take actions on behalf of the organization.This document outlines the key components of a DOA Authorization Management System, including the roles and responsibilities of different stakeholders, the process for authorizing and managing delegation of authority, as well as the controls and procedures that need to be in place to ensure compliance with organizational policies and regulations.Roles and Responsibilities1. Board of Directors/Executive Management- The Board of Directors or Executive Management is responsible for defining the overall governance structure of the organization, including the levels of authority and responsibility within the organization.- They are responsible for approving the delegation of authority policies and ensuring that they are implemented effectively.- They are responsible for reviewing and approving any changes to the delegation of authority framework.2. Chief Executive Officer (CEO)- The CEO is responsible for overseeing the implementation of the delegation of authority policies within the organization.- They are responsible for ensuring that the delegation of authority framework is aligned with the organization's strategic objectives.- They are responsible for approving any changes to the delegation of authority framework that are proposed by management.3. Chief Financial Officer (CFO)- The CFO is responsible for managing the financial delegation of authority within the organization.- They are responsible for defining the financial limits for different levels of authority within the organization.- They are responsible for ensuring that the financial delegation of authority framework is aligned with the organization's financial policies and regulations.4. Department Heads/Managers- Department heads and managers are responsible for requesting and managing the delegation of authority for their teams.- They are responsible for ensuring that the individuals within their teams have the appropriate level of authority to carry out their duties effectively.- They are responsible for monitoring and reviewing the delegation of authority within their teams on a regular basis.Process for Authorizing and Managing Delegation of Authority1. Request for Delegation of Authority- Department heads or managers can submit a request for the delegation of authority to the appropriate authority (e.g. CFO, CEO, Board of Directors).- The request should include the reason for the delegation of authority, the individual(s) who will be delegated authority, the specific level of authority being requested, and any other relevant information.2. Approval of Delegation of Authority- The request for delegation of authority will be reviewed by the appropriate authority (e.g. CFO, CEO, Board of Directors).- The approval will be granted only if it is determined that the individual(s) have the necessary skills, knowledge, and experience to exercise the delegated authority effectively.- The approval will be communicated to the relevant department heads or managers, and the delegation of authority will be documented in writing.3. Monitoring and Review- The delegation of authority will be monitored and reviewed on a regular basis to ensure that it is being exercised effectively and in accordance with the organization's policies and regulations.- Any deviations from the approved delegation of authority will be investigated and appropriate actions will be taken to address them.- Any changes to the delegation of authority framework will be communicated to all relevant stakeholders.Controls and Procedures1. Segregation of Duties- The organization should ensure that there is a clear segregation of duties between individuals who have been delegated authority.- This helps reduce the risk of fraud or error and ensures that no single individual has complete control over a particular process or activity.2. Authorization Limits- The organization should define clear authorization limits for different levels of authority within the organization.- These limits should be based on the complexity and risk associated with the decisions being made and should be periodically reviewed and updated as necessary.3. Documentation and Reporting- All delegations of authority should be documented in writing, including the reason for the delegation, the individuals involved, and the specific limits of authority granted.- Regular reports should be generated to track the delegation of authority within the organization and to ensure that it is being exercised effectively.ConclusionA DOA Authorization Management System is essential for any organization to ensure that decision-making processes are clear, efficient, and transparent. By defining the levels of authority and responsibility within the organization, delegating authority effectively, and implementing appropriate controls and procedures, organizations can ensure that the right people have the right level of authority to make decisions and take actions on behalf of the organization. Implementing a DOA Authorization Management System can help improve organizational efficiency, reduce the risk of fraud or error, and ensure compliance with organizational policies and regulations.。
UL 认证证书说明书
Certificate Number 20171128-E135493Report ReferenceE135493-A36-ULIssue Date2017-NOVEMBER-28Bruce Mahrenholz, Director North American Certification ProgramUL LLC Issued to:VICOR CORP25 FRONTAGE RDANDOVER, MA 01810-5424 UNITED STATESThis is to certify thatrepresentative samples ofPower Supplies for Information Technology Equipment Including Electrical Business Equipment See Addendum.Have been investigated by UL in accordance with the Standard(s) indicated on this Certificate.Standard(s) for Safety:UL 60950-1, (Information Technology Equipment - Safety - Part 1: General Requirements)CAN/CSA C22.2 No. 60950-1-07, (Information Technology Equipment - Safety - Part 1: General Requirements) Additional Information:See the UL Online Certifications Directory at /database for additional informationOnly those products bearing the UL Certification Mark should be considered as being covered by UL's Certification and Follow-Up Service.The UL Recognized Component Mark generally consists of the manufacturer’s identification and catalog number, model number or other product designat ion as specified under “Marking” for the particularRecognition as published in the appropriate UL Directory. As a supplementary means of identifying products that have been produced under UL’s Component Recognition Program, UL’s Recognized Component Mark: , may be used in conjunction with the required Recognized Marks. The Recognized Component Mark is required when specified in the UL Directory preceding the recognitions or under “Markings” for the individual recognitions.Recognized components are incomplete in certain constructional features or restricted in performancecapabilities and are intended for use as components of complete equipment submitted for investigation rather than for direct separate installation in the field. The final acceptance of the component is dependent upon its installation and use in complete equipment submitted to UL LLC.Look for the UL Certification Mark on the product.Certificate Number 20171128-E135493Report ReferenceE135493-A36-ULIssue Date2017-NOVEMBER-28Bruce Mahrenholz, Director North American Certification ProgramUL LLC This is to certify that representative samples of the product as specified on this certificate were tested according to the current UL requirements.DC-DC ConverterModel: Low Voltage 3814 VIA BCM and VIA NBM Series(see Additional Information or Miscellaneous Enclosure 7-01 for Model nomenclature)UL TEST REPORT AND PROCEDUREThis is to certify that representative samples of the products covered by this Test Report have been investigated in accordance with the above referenced Standards. The products have been found to comply with the requirements covering the category and the products are judged to be eligible for Follow-Up Service under the indicated Test Procedure. The manufacturer is authorized to use the UL Mark on such products which comply with this Test Report and any other applicable requirements of UL LLC ('UL') in accordance with the Follow-Up Service Agreement. Only those products which properly bear the UL Mark are considered as being covered by UL's Follow-Up Service under the indicated Test Procedure.The applicant is authorized to reproduce the referenced Test Report provided it is reproduced in its entirety.UL authorizes the applicant to reproduce the latest pages of the referenced Test Report consisting of the first page of the Specific Technical Criteria through to the end of the Conditions of Acceptability.Any information and documentation involving UL Mark services are provided on behalf of UL LLC (UL) or any authorized licensee of UL. Prepared by: James C. Powley Reviewed by: Lesley GreenLow Voltage VIA BCM and VIA NBM Model Matrix: AAA3814cddewwxxyzz Example: BCM3814V60E15A3T01。
美国知识产权短语按章节整理
Chapter1amorphous character无形性abstract concept of property抽象的财产概念real property不动产tort law侵权法the metaphysics of the law法律玄学statutory法定的the statute成文法patented item专利产品process方法combination组合justification正当理由antitrust government regulation反垄断法及政府法规the foundations of patent protection专利保护的基础the Statute of Monopolies《垄断法》,又称《专卖条约》guild行会,互助会exclusive rights独占权,专有权royal privilege皇家特权importation patent引进型专利patentee专利权人royal prerogative王权、君主特权an incentive theory of patents专利的激励理论inventive and importation patents发明专利和引进型专利meritorious有价值的Revolution独立战争Articles of Confederation《联邦条例》(美国1781年至1789年的第一部宪法)Constitutional Convention制宪会议a Constitutional patent power保障专利的宪法性权力more rigid Constitutional constraints更加刚性的宪法性约束the trademark statute商标法pre-empt优先于pre-emption优先适用权has no effect at all无任何效力revisions修订validity of patents专利的合法性the Patent Office has been vested with专利局被授予a patent application satisfies专利申请符合codified成文法典United State Code《美国法典》Design and plant patents外观设计专利及植物专利Application申请Grants授予Use使用Challenge异议a new,useful,and nonobvious process or product一种具有新颖性、实用性以及非显而易见性的方法或产品the patent application专利申请specification说明书claims 权利要求书asserted 主张的prior state of the art现有技术patentable可授予专利的disclosure公开,披露accrue产生issued授予trade secrets商业秘密unfair competition不正当竞争search检索ascertain确定examiner审查员be in agreement达成一致(合意)similar or identical类似的或者相同的interference proceeding抵触审查程序priority优先权the Patent Office Board of Interference Proceedings专利局抵触审查委员会amend修正patent term专利权期限exempted使免除(责任)infringement侵权renew续展expiration期满public domain公有领域make,use,or sell生产、使用、销售exploit利用,实施working实施compulsory licensing强制许可be sold outright卖断non-exclusively非排他性许可on a geographic basis以地域为界implications暗指violation违反authorization授权charge of infringement侵权诉讼unwarranted不当,无正当理由novelty新颖性utility实用性nonobviousness非显而易见性litigated诉争的re-examine复审invalid无效的declaratory judgement确权判决controversy争论pro赞成anti反对the “bargain”or contract theory“交易”或契约论the “natural rights”theory自然权利论bargain theory交易理论premise前提enumerates逐条陈述all title to全部产权obligation义务utility实益a taking剥夺the standard of patentablility专利性标准optimum最好的、最适宜的、最有利的chapter2the subject matter of patents专利的客体ideas v. applications发明构思与专利申请products or processes产品或方法plant patents植物专利design patents外观设计专利patentable可取得专利的,可授予专利的laypersons世(俗)人、外行人the application of an idea构思的应用law of nature自然法则the statutory scheme法律的保护机制manufactures制品a composition of matter物质的组合intangible无形的new and useful improvement新颖、实用的改进naturally-occurring-substance自然产生的物质printed-matter印刷品bars限制business methods商业方法mere chemical formulas 纯粹的化学公式systems of bookkeeping记账系统fundamental truths,original causes,motives,methods of calculation基本事实,起因,动机,计算方法mental step思维步骤the application of an abstract principle抽象原理的应用apportions these interests利益分配products of nature自然产品concentrated or purified products ofnature人工浓缩或提纯的自然产品an ingenious way独创方法chemical process化学方法derivative衍生物mathematical method数学方法abstract principle抽象的原理new life forms新的生命形式new technology新技术eligible符合条件的compositions of matter物质的组合patent申请专利manufacture制品structure,rather than its content,that is inventive是结构具有创造性,而不是其内容inventive characteristics创造性machine机器capture采用mathematical manifestation数学证明mathematical formulas(or “algorithms”)数学公式(或算法)mathematical algorithm数学算法test for patentablility of a process方法的专利性检验标准physical phenomenon物理现象jeopardize危及the program计算机程序Semiconductor Chip Protection Act半导体芯片保护法Orphan drug act罕见病药物法FDA美国食品及药物管理局a working requirement实施发明的要求utility patents实用专利plant patents植物专利design patents外观设计专利utility 实用性distinctiveness独特性nonobviousness非显而易见性asexually reproducing plant无性繁殖植物novelty,ornamentality,and nonobviousness新颖性、装饰性和非显而易见性the “ordinary observer”test“普通观察者”检验方法ordinary designer普通设计人员the ordinary intelligent man具有普通智力的人an exclusively functional designe具有唯一功能的外观设计chapter3statutory bars法定限制anticipation 在先公开a grace period of 12 months 12个月的宽限期application priority申请优先权printed publication,public use,sale印刷出版、公开使用、销售the principle of substantial identity实质等同原则public use公开使用a senior inventor先发明人junior inventor后发明人the availability of a documentary description by prior patent or publication在现有专利或出版物中可查阅到对该专利的文字性描述at issue争议中的publicly disseminated or accessible公开传播或广为知悉interference proceedings抵触审查程序conflicting claims相互抵触的权利要求concealment隐藏diligence勤勉foreign anticipation国外在先公开oral publication口头公开published已公布those knowledgeable in the particular art具备特定行业专业知识人员prior use在先使用a prior invention在先发明judicial construction司法解释active or continuous积极或持续的publicly available公开获得atomic energy information原子能信息references to prior publications现有出版物中的参考文献an“enabling disclosure”可实施的公开性文件enable a person having ordinary skill in the appropriate art to duplicate the invention使所属领域的普通技术人员能够重现发明a specification说明书the total combination of prior art and references现有技术和参考文献的完整结合describe描述,阐明substantial and realized anticipation实质性的和有意识的在先公开substantially identical实质相同rough similarity大致相似that which infringes,if later,anticipates,if earlier在后为侵权在先为在先公开substantiality test of infringement侵权的实质性检验标准unconscious or accidental无意识的或者偶然的a count 事项,特征be so intentional or noticed可意识到的或者被注意到statutory bar法定限制disabling使(在法律上)无资格的,这里指丧失专利性the double patenting bar重复授予专利限制the patent policy favoring speedy disclosure鼓励尽快公布发明的专利政策without divulging the secrets of the invention未透露发明的秘密the policies of statutory bar法定限制的立法目的pirate剽窃file申请专利the patent monopoly专利垄断权application priority申请优先权publicity and limited disclosures公开性和有限公布the effective life of a patent专利的有效期public use公开使用patent prosecution process专利申请程序limited or restricted限于一定范围内或秘密使用be pledged to confidentiality保证保守秘密experimental试验性使用a balancing process衡平方法the experimentation exception实验性例外the principle of substantial identity实质等同原则jeopardy危险Priority depends upon three factors:the time of conception,the time of reduction to practice,and the use of due diligence in pursuing both patent protection and perfection of the discovery。
香港会计准则第40号
HKAS 40 (December 2004October 2008)Hong Kong Accounting Standard 40Investment PropertyAn entity shall apply amendments resulting from Improvements to HKFRSs issued in October 2008 for annual periods beginning on or after 1 January 2009.HKAS 40 COPYRIGHT© Copyright 2008 Hong Kong Institute of Certified Public AccountantsThis Hong Kong Financial Reporting Standard contains International Accounting Standards Committee Foundation copyright material. Reproduction within Hong Kong in unaltered form (retaining this notice) is permitted for personal and non-commercial use subject to the inclusion of an acknowledgment of the source. Requests and inquiries concerning reproduction and rights for commercial purposes within Hong Kong should be addressed to the Director, Operation and Finance, Hong Kong Institute of Certified Public Accountants, 37/F., Wu Chung House, 213 Queen's Road East, Wanchai, Hong Kong.All rights in this material outside of Hong Kong are reserved by International Accounting Standards Committee Foundation. Reproduction of Hong Kong Financial Reporting Standards outside of Hong Kong in unaltered form (retaining this notice) is permitted for personal and non-commercial use only. Further information and requests for authorisation to reproduce for commercial purposes outside Hong Kong should be addressed to the International Accounting Standards Committee Foundation at.HKAS 40 (December 20042007)ContentsHong Kong Accounting Standard 40Investment Propertyparagraphs OBJECTIVE1 SCOPE2-4 DEFINITIONS5-15 RECOGNITION16-19 MEASUREMENT AT RECOGNITION 20-29 MEASUREMENT AFTER RECOGNITION 30-56 Accounting Policy 30-32 Fair Value Model 33-55 Inability to Determine Fair Value Reliably 53-55 Cost Model 56 TRANSFERS 57-65 DISPOSALS 66-73 DISCLOSURE 74-79 Fair Value Model and Cost Model74-75 Fair Value Model76-78 Cost Model79 TRANSITIONAL PROVISIONS 80-84 Fair Value Model80-82 Cost Model83-84 EFFECTIVE DATE 85-85A WITHDRAWAL OF SSAP 13 86 APPENDIX:Amendments resulting from other HKFRSsComparison with International Accounting StandardsBASIS FOR CONCLUSIONSHong Kong Accounting Standard 40 Investment Property (HKAS 40) is setout in paragraphs 1-86. All the paragraphs have equal authority. HKAS 40shall be read in the context of its objective and the Basis for Conclusions, thePreface to Hong Kong Financial Reporting Standards and the Framework forthe Preparation and Presentation of Financial Standards. HKAS 8Accounting Policies, Changes in Accounting Estimates and Errors providesa basis for selecting and applying accounting policies in the absence ofexplicit guidance.Hong Kong Accounting Standard 40Investment PropertyObjective1. The objective of this Standard is to prescribe the accounting treatment for investment propertyand related disclosure requirements.Scope2. This Standard shall be applied in the recognition, measurement and disclosure ofinvestment property.3. Among other things, this Standard applies to the measurement in a lessee’s financialstatements of investment property interests held under a lease accounted for as a finance lease and to the measurement in a lessor’s financial statements of investment property provided to a lessee under an operating lease. This Standard does not deal with matters covered in HKAS 17 Leases, including:(a) classification of leases as finance leases or operating leases;(b) recognition of lease income from investment property (see also HKAS 18 Revenue);(c) measurement in a lessee’s financial statements of property interests held under alease accounted for as an operating lease;(d) measurement in a lessor’s financial statements of its net investment in a finance lease;(e) accounting for sale and leaseback transactions; and(f) disclosure about finance leases and operating leases.4. This Standard does not apply to: (a) biological assets related to agricultural activity (see HKAS41 Agriculture); and (b) mineral rights and mineral reserves such as oil, natural gas and similarnon-regenerative resources.Definitions5. The following terms are used in this Standard with the meanings specified:Carrying amount is the amount at which an asset is recognised in the balance sheet.Cost is the amount of cash or cash equivalents paid or the fair value of otherconsideration given to acquire an asset at the time of its acquisition or construction or, where applicable, the amount attributed to that asset when initially recognised inaccordance with the specific requirements of other HKFRS, e.g. HKFRS 2 Share-basedPayment.Fair value is the amount for which an asset could be exchanged between knowledgeable, willing parties in an arm’s length transaction.Investment property is property (land or a building—or part of a building—or both) held (by the owner or by the lessee under a finance lease) to earn rentals or for capitalappreciation or both, rather than for:(a) use in the production or supply of goods or services or for administrativepurposes; or(b) sale in the ordinary course of business.property is property held (by the owner or by the lessee under a finance Owner-occupiedlease) for use in the production or supply of goods or services or for administrativepurposes.6. A property interest that is held by a lessee under an operating lease may be classifiedand accounted for as investment property if, and only if, the property would otherwisemeet the definition of an investment property and the lessee uses the fair value model set out in paragraphs 33-55 for the asset recognised. This classification alternative isavailable on a property-by-property basis. However, once this classification alternative is selected for one such property interest held under an operating lease, all propertyclassified as investment property shall be accounted for using the fair value model.When this classification alternative is selected, any interest so classified is included inthe disclosures required by paragraphs 74-78.7. Investment property is held to earn rentals or for capital appreciation or both. Therefore, aninvestment property generates cash flows largely independently of the other assets held by anentity. This distinguishes investment property from owner-occupied property. The production or supply of goods or services (or the use of property for administrative purposes) generates cash flows that are attributable not only to property, but also to other assets used in the production or supply process. HKAS 16 Property, Plant and Equipment applies to owner-occupied property.8. The following are examples of investment property:(a) land held for long-term capital appreciation rather than for short-term sale in theordinary course of business.(b) land held for a currently undetermined future use. (If an entity has not determined thatit will use the land as owner-occupied property or for short-term sale in the ordinarycourse of business, the land is regarded as held for capital appreciation.)(c) a building owned by the entity (or held by the entity under a finance lease) and leasedout under one or more operating leases.(d) a building that is vacant but is held to be leased out under one or more operatingleases.9. The following are examples of items that are not investment property and are therefore outsidethe scope of this Standard:(a) property intended for sale in the ordinary course of business or in the process ofconstruction or development for such sale (see HKAS 2 Inventories), for example,property acquired exclusively with a view to subsequent disposal in the near future orfor development and resale.(b) property being constructed or developed on behalf of third parties (see HKAS 11Construction Contracts).(c) owner-occupied property (see HKAS 16), including (among other things) property heldfor future use as owner-occupied property, property held for future development andsubsequent use as owner-occupied property, property occupied by employees(whether or not the employees pay rent at market rates) and owner-occupied propertyawaiting disposal.(d) property that is being constructed or developed for future use as investment property.HKAS 16 applies to such property until construction or development is complete, atwhich time the property becomes investment property and this Standard applies.However, this Standard applies to existing investment property that is beingredeveloped for continued future use as investment property (see paragraph 58).(e) property that is leased to another entity under a finance lease.10. Some properties comprise a portion that is held to earn rentals or for capital appreciation andanother portion that is held for use in the production or supply of goods or services or foradministrative purposes. If these portions could be sold separately (or leased out separatelyunder a finance lease), an entity accounts for the portions separately. If the portions could notbe sold separately, the property is investment property only if an insignificant portion is held for use in the production or supply of goods or services or for administrative purposes.11. In some cases, an entity provides ancillary services to the occupants of a property it holds. Anentity treats such a property as investment property if the services are insignificant to thearrangement as a whole. An example is when the owner of an office building provides securityand maintenance services to the lessees who occupy the building.12. In other cases, the services provided are significant. For example, if an entity owns andmanages a hotel, services provided to guests are significant to the arrangement as a whole.Therefore, an owner-managed hotel is owner-occupied property, rather than investmentproperty.13. It may be difficult to determine whether ancillary services are so significant that a property doesnot qualify as investment property. For example, the owner of a hotel sometimes transfers some responsibilities to third parties under a management contract. The terms of such contracts varywidely. At one end of the spectrum, the owner’s position may, in substance, be that of a passive investor. At the other end of the spectrum, the owner may simply have outsourced day-to-dayfunctions while retaining significant exposure to variation in the cash flows generated by theoperations of the hotel.14. Judgement is needed to determine whether a property qualifies as investment property. An entitydevelops criteria so that it can exercise that judgement consistently in accordance with thedefinition of investment property and with the related guidance in paragraphs 7-13. Paragraph75(c) requires an entity to disclose these criteria when classification is difficult.15. In some cases, an entity owns property that is leased to, and occupied by, its parent or anothersubsidiary. The property does not qualify as investment property in the consolidated financialstatements, because the property is owner-occupied from the perspective of the group.However, from the perspective of the entity that owns it, the property is investment property if itmeets the definition in paragraph 5. Therefore, the lessor treats the property as investmentproperty in its individual financial statements.Recognition16. Investment property shall be recognised as an asset when, and only when:(a) it is probable that the future economic benefits that are associated with theinvestment property will flow to the entity; and(b) the cost of the investment property can be measured reliably.17. An entity evaluates under this recognition principle all its investment property costs at the timethey are incurred. These costs include costs incurred initially to acquire an investment propertyand costs incurred subsequently to add to, replace part of, or service a property.18. Under the recognition principle in paragraph 16, an entity does not recognise in the carryingamount of an investment property the costs of the day-to-day servicing of such a property.Rather, these costs are recognised in profit or loss as incurred. Costs of day-to-day servicingare primarily the cost of labour and consumables, and may include the cost of minor parts. Thepurpose of these expenditures is often described as for the ‘repairs and maintenance’ of theproperty.19. Parts of investment properties may have been acquired through replacement. For example, theinterior walls may be replacements of original walls. Under the recognition principle, an entityrecognises in the carrying amount of an investment property the cost of replacing part of anexisting investment property at the time that cost is incurred if the recognition criteria are met.The carrying amount of those parts that are replaced is derecognised in accordance with thederecognition provisions of this Standard.Measurement at Recognition20. An investment property shall be measured initially at its cost. Transaction costs shall beincluded in the initial measurement.21. The cost of a purchased investment property comprises its purchase price and any directlyattributable expenditure. Directly attributable expenditure includes, for example, professionalfees for legal services, property transfer taxes and other transaction costs.22. The cost of a self-constructed investment property is its cost at the date when the constructionor development is complete. Until that date, an entity applies HKAS 16. At that date, theproperty becomes investment property and this Standard applies (see paragraphs 57(e) and65).23. The cost of an investment property is not increased by:(a) start-up costs (unless they are necessary to bring the property to the conditionnecessary for it to be capable of operating in the manner intended by management),(b) operating losses incurred before the investment property achieves the planned level ofoccupancy, or(c) abnormal amounts of wasted material, labour or other resources incurred inconstructing or developing the property.24. If payment for an investment property is deferred, its cost is the cash price equivalent. Thedifference between this amount and the total payments is recognised as interest expense overthe period of credit.25. The initial cost of a property interest held under a lease and classified as an investmentproperty shall be as prescribed for a finance lease by paragraph 20 of HKAS 17, ie theasset shall be recognised at the lower of the fair value of the property and the presentvalue of the minimum lease payments. An equivalent amount shall be recognised as aliability in accordance with that same paragraph.26. Any premium paid for a lease is treated as part of the minimum lease payments for this purpose,and is therefore included in the cost of the asset, but is excluded from the liability. If a propertyinterest held under a lease is classified as investment property, the item accounted for at fairvalue is that interest and not the underlying property. Guidance on determining the fair value ofa property interest is set out for the fair value model in paragraphs 33-52. That guidance is alsorelevant to the determination of fair value when that value is used as cost for initial recognitionpurposes.27. One or more investment properties may be acquired in exchange for a non-monetary asset orassets, or a combination of monetary and non-monetary assets. The following discussion refers to an exchange of one non-monetary asset for another, but it also applies to all exchangesdescribed in the preceding sentence. The cost of such an investment property is measured atfair value unless (a) the exchange transaction lacks commercial substance or (b) the fair value of neither the asset received nor the asset given up is reliably measurable. The acquired asset is measured in this way even if an entity cannot immediately derecognise the asset given up. If the acquired asset is not measured at fair value, its cost is measured at the carrying amount of the asset given up.28. An entity determines whether an exchange transaction has commercial substance byconsidering the extent to which its future cash flows are expected to change as a result of thetransaction. An exchange transaction has commercial substance if:(a) the configuration (risk, timing and amount) of the cash flows of the asset receiveddiffers from the configuration of the cash flows of the asset transferred, or(b) the entity-specific value of the portion of the entity’s operations affected by thetransaction changes as a result of the exchange, and(c) the difference in (a) or (b) is significant relative to the fair value of the assetsexchanged.For the purpose of determining whether an exchange transaction has commercial substance,the entity-specific value of the portion of the entity’s operations affected by the transaction shall reflect post-tax cash flows. The result of these analyses may be clear without an entity having to perform detailed calculations.29. The fair value of an asset for which comparable market transactions do not exist is reliablymeasurable if (a) the variability in the range of reasonable fair value estimates is not significant for that asset or (b) the probabilities of the various estimates within the range can be reasonably assessed and used in estimating fair value. If the entity is able to determine reliably the fairvalue of either the asset received or the asset given up, then the fair value of the asset given up is used to measure cost unless the fair value of the asset received is more clearly evident.Measurement after RecognitionAccounting Policy30. With the exception noted in paragraphs 32A and 34, an entity shall choose as itsaccounting policy either the fair value model in paragraphs 33-55 or the cost model inparagraph 56 and shall apply that policy to all of its investment property.31. HKAS 8 Accounting Policies, Changes in Accounting Estimates and Errors states that avoluntary change in accounting policy shall be made only if the change will result in a moreappropriate presentation of transactions, other events or conditions in the entity’s financialstatements. It is highly unlikely that a change from the fair value model to the cost model willresult in a more appropriate presentation.32. This Standard requires all entities to determine the fair value of investment property, for thepurpose of either measurement (if the entity uses the fair value model) or disclosure (if it uses the cost model). An entity is encouraged, but not required, to determine the fair value ofinvestment property on the basis of a valuation by a valuer who holds a recognised and relevant professional qualification and has recent experience in the location and category of theinvestment property being valued.32A. An entity may:(a) choose either the fair value model or the cost model for all investment propertybacking liabilities that pay a return linked directly to the fair value of, or returnsfrom, specified assets including that investment property; and(b) choose either the fair value model or the cost model for all other investmentproperty, regardless of the choice made in (a).32B. Some insurers and other entities operate an internal property fund that issues notional units,with some units held by investors in linked contracts and others held by the entity. Paragraph32A does not permit an entity to measure the property held by the fund partly at cost and partly at fair value.32C. If an entity chooses different models for the two categories described in paragraph 32A, sales ofinvestment property between pools of assets measured using different models shall berecognised at fair value and the cumulative change in fair value shall be recognised in profit or loss. Accordingly, if an investment property is sold from a pool in which the fair value model is used into a pool in which the cost model is used, the property’s fair value at the date of the sale becomes its deemed cost.Fair Value Model33.After initial recognition, an entity that chooses the fair value model shall measure all of its investment property at fair value, except in the cases described in paragraph 53.34.When a property interest held by a lessee under an operating lease is classified as an investment property under paragraph 6, paragraph 30 is not elective; the fair value model shall be applied.35.A gain or loss arising from a change in the fair value of investment property shall be recognised in profit or loss for the period in which it arises.36. The fair value of investment property is the price at which the property could be exchangedbetween knowledgeable, willing parties in an arm’s length transaction (see paragraph 5). Fairvalue specifically excludes an estimated price inflated or deflated by special terms orcircumstances such as atypical financing, sale and leaseback arrangements, specialconsiderations or concessions granted by anyone associated with the sale.37. An entity determines fair value without any deduction for transaction costs it may incur on sale or other disposal.38.The fair value of investment property shall reflect market conditions at the balance sheet date.39. Fair value is time-specific as of a given date. Because market conditions may change, theamount reported as fair value may be incorrect or inappropriate if estimated as of another time.The definition of fair value also assumes simultaneous exchange and completion of the contract for sale without any variation in price that might be made in an arm’s length transaction between knowledgeable, willing parties if exchange and completion are not simultaneous.40. The fair value of investment property reflects, among other things, rental income from currentleases and reasonable and supportable assumptions that represent what knowledgeable,willing parties would assume about rental income from future leases in the light of currentconditions. It also reflects, on a similar basis, any cash outflows (including rental payments and other outflows) that could be expected in respect of the property. Some of those outflows arereflected in the liability whereas others relate to outflows that are not recognised in the financial statements until a later date (eg periodic payments such as contingent rents).41. Paragraph 25 specifies the basis for initial recognition of the cost of an interest in a leasedproperty. Paragraph 33 requires the interest in the leased property to be remeasured, ifnecessary, to fair value. In a lease negotiated at market rates, the fair value of an interest in aleased property at acquisition, net of all expected lease payments (including those relating torecognised liabilities), should be zero. This fair value does not change regardless of whether, for accounting purposes, a leased asset and liability are recognised at fair value or at the presentvalue of minimum lease payments, in accordance with paragraph 20 of HKAS 17. Thus,remeasuring a leased asset from cost in accordance with paragraph 25 to fair value inaccordance with paragraph 33 should not give rise to any initial gain or loss, unless fair value is measured at different times. This could occur when an election to apply the fair value model ismade after initial recognition.42. The definition of fair value refers to “knowledgeable, willing parties”. In this context,“knowledgeable” means that both the willing buyer and the willing seller are reasonablyinformed about the nature and characteristics of the investment property, its actual and potential uses, and market conditions at the balance sheet date. A willing buyer is motivated, but notcompelled, to buy. This buyer is neither over-eager nor determined to buy at any price. Theassumed buyer would not pay a higher price than a market comprising knowledgeable, willingbuyers and sellers would require.43. A willing seller is neither an over-eager nor a forced seller, prepared to sell at any price, nor oneprepared to hold out for a price not considered reasonable in current market conditions. Thewilling seller is motivated to sell the investment property at market terms for the best priceobtainable. The factual circumstances of the actual investment property owner are not a part of this consideration because the willing seller is a hypothetical owner (eg a willing seller would not take into account the particular tax circumstances of the actual investment property owner). 44. The definition of fair value refers to an arm’s length transaction. An arm’s length transaction isone between parties that do not have a particular or special relationship that makes prices oftransactions uncharacteristic of market conditions. The transaction is presumed to be between unrelated parties, each acting independently.45. The best evidence of fair value is given by current prices in an active market for similar propertyin the same location and condition and subject to similar lease and other contracts. An entitytakes care to identify any differences in the nature, location or condition of the property, or in the contractual terms of the leases and other contracts relating to the property.46. In the absence of current prices in an active market of the kind described in paragraph 45, anentity considers information from a variety of sources, including:(a) current prices in an active market for properties of different nature, condition or location(or subject to different lease or other contracts), adjusted to reflect those differences;(b) recent prices of similar properties on less active markets, with adjustments to reflectany changes in economic conditions since the date of the transactions that occurred atthose prices; and(c) discounted cash flow projections based on reliable estimates of future cash flows,supported by the terms of any existing lease and other contracts and (when possible)by external evidence such as current market rents for similar properties in the samelocation and condition, and using discount rates that reflect current marketassessments of the uncertainty in the amount and timing of the cash flows.47. In some cases, the various sources listed in the previous paragraph may suggest differentconclusions about the fair value of an investment property. An entity considers the reasons forthose differences, in order to arrive at the most reliable estimate of fair value within a range ofreasonable fair value estimates.48. In exceptional cases, there is clear evidence when an entity first acquires an investmentproperty (or when an existing property first becomes investment property following thecompletion of construction or development, or after a change in use) that the variability in therange of reasonable fair value estimates will be so great, and the probabilities of the variousoutcomes so difficult to assess, that the usefulness of a single estimate of fair value is negated.This may indicate that the fair value of the property will not be reliably determinable on acontinuing basis (see paragraph 53).49. Fair value differs from value in use, as defined in HKAS 36 Impairment of Assets. Fair valuereflects the knowledge and estimates of knowledgeable, willing buyers and sellers. In contrast, value in use reflects the entity’s estimates, including the effects of factors that may be specific to the entity and not applicable to entities in general. For example, fair value does not reflect any of the following factors to the extent that they would not be generally available to knowledgeable,willing buyers and sellers:(a) additional value derived from the creation of a portfolio of properties in differentlocations;(b) synergies between investment property and other assets;(c) legal rights or legal restrictions that are specific only to the current owner; and(d) tax benefits or tax burdens that are specific to the current owner.50. In determining the fair value of investment property, an entity does not double-count assets orliabilities that are recognised as separate assets or liabilities. For example:(a) equipment such as lifts or air-conditioning is often an integral part of a building and isgenerally included in the fair value of the investment property, rather than recognisedseparately as property, plant and equipment.(b) if an office is leased on a furnished basis, the fair value of the office generally includesthe fair value of the furniture, because the rental income relates to the furnished office.When furniture is included in the fair value of investment property, an entity does notrecognise that furniture as a separate asset.(c) the fair value of investment property excludes prepaid or accrued operating leaseincome, because the entity recognises it as a separate liability or asset.(d) the fair value of investment property held under a lease reflects expected cash flows(including contingent rent that is expected to become payable). Accordingly, if avaluation obtained for a property is net of all payments expected to be made, it will benecessary to add back any recognised lease liability, to arrive at the fair value of theinvestment property for accounting purposes.51. The fair value of investment property does not reflect future capital expenditure that will improveor enhance the property and does not reflect the related future benefits from this futureexpenditure.52. In some cases, an entity expects that the present value of its payments relating to an investmentproperty (other than payments relating to recognised liabilities) will exceed the present value of the related cash receipts. An entity applies HKAS 37 Provisions, Contingent Liabilities andContingent Assets to determine whether to recognise a liability and, if so, how to measure it. Inability to Determine Fair Value Reliably53. There is a rebuttable presumption that an entity can reliably determine the fair value of aninvestment property on a continuing basis. However, in exceptional cases, there is clear evidence when an entity first acquires an investment property (or when an existingproperty first becomes investment property following the completion of construction or development, or after a change in use) that the fair value of the investment property isnot reliably determinable on a continuing basis. This arises when, and only when,。
基于LDA 模型与语义网络对评论文本进行挖掘
2020年第21期信息与电脑China Computer & Communication 算法语言基于LDA 模型与语义网络对评论文本进行挖掘谭瑾娜(湘潭大学,湖南 湘潭 411105)摘 要:本文基于LDA 主题聚类与语义网络模型LTC-SNM 的方法,依据客户价值理论对时尚租赁APP 在线评论文本进行研究;对在线评价文本进行数据清洗和关键特征提取,使用Word2vec 生成词向量,利用分类器对评价文本进行情感二分类,再通过LDA 模型进行文本聚类,提取在线文本主题词转换为共线矩阵,最后利用ROSTCM 软件生成语义网络图。
实验结果表明:基于LTC-SNM 的挖掘方法更能全方位地表达在线用户评论的主题。
关键词:时尚租赁;数据挖掘;LDA 主题聚类语义网络模型中图分类号:TP391.1 文献标识码:A 文章编号:1003-9767(2020)21-058-03Research on Mining Comment Text Based on LDA Model and Semantic NetworkTan Jinna(Xiangtan University, Xiangtan Hunan 411105, China)Abstract: Based on customer value theory and LDA subject clustering and semantic network model LTC-SNM, this paper studies the online review text of clothing rental APP. The online evaluation text was obtained for data cleaning and key feature extraction. Word2vec was used to generate word vectors. The classifier was used for emotional dichotomization of the evaluation text. ROSTCM software is used to generate semantic network graph. Experimental results show that the mining method based on LTC-SNM can morecomprehensively express the topic of online user comments.Keywords: fashion leasing; data mining; LDA topic clustering semantic network model0 引言随着对时尚产品的需求不断增加,纺织服装行业在资源管理和环境法规方面面临着巨大的挑战。
LDA英文版
The operation and maintenance manual of theLDA type single-girder E.O.T Crane (low-voltage control )ContentsⅠ.The brief introductionⅡ.The assembly and erectionⅢ.The operationⅣ.The maintenanceⅤ.The common faults and the trouble-shootingⅥ.Th e notesⅦ.The special points for attentionⅧ.The electrical principle drawing1. The brief introductionThe LDA type single-girder E.O.T crane (shortened as crane hereinafter ),which is designed and manufactured according to theJB/T1306-94 standard,can serve as a light-duty rail-mounted crane when combined with the CDI,MDI type electric hoist. The crane features novel structure, good workmanship, and easy operation。
With a lifting capacity of 1-20t and a span of 7.5-31.5 m, it can work in the -25---+40 environment.For the convenience of the customer, both ground control(wired control or remote control) and cab control are available. The door of the driver’s cab can open either at the end or at the side, for the free option of the customer.The crane,which is an ordinary crane, can’t be used too frequently , such as in the machining and assembly shop, the warehouse, the pump house, etc. The crane can’t work in the inflammable ,explosive media or in the damp, acid, base and other corrosive places. In ddition, it can’t be used to lift or handle melting metal.The crane is light duty crane ,of which the motor has an ED of 15%。
oa流程审核意见常用语
oa流程审核意见常用语英文回答:Common Review Comments for OA Processes.Process is clear and concise. The process is easy to understand and follow, and there are no unnecessary steps.Process is efficient. The process does not take up too much time or resources.Process is effective. The process meets the desired business objectives.Process is scalable. The process can be easily adapted to meet changing business needs.Process is flexible. The process can be customized to meet the specific needs of the organization.Process is documented. The process is well-documented, making it easy for others to understand and follow.Process is automated. The process is automated to the extent possible, reducing the need for manual intervention.Process is monitored. The process is monitored regularly to ensure that it is meeting the desired objectives.Process is improved. The process is continually improved based on feedback from users and stakeholders.中文回答:OA流程审核常用语。
基于LDA文本主题挖掘的个性化推送及其在Spark平台的实现
工程硕士学位论文基于LDA文本主题挖掘的个性化推送及其在Spark平台的实现作者姓名梁剑工程领域电子与通信工程校内指导教师陆以勤教授校外指导教师宗凌高级工程师所在学院电子与信息学院论文提交日期2015年12月The Personalized Recommendation Based on LDA Text Topic Mining and Implementation on SparkA Dissertation Submitted for the Degree of MasterCandidate:Liang JianSupervisor:Prof. Lu YiqinSouth China University of TechnologyGuangzhou, China摘要随着互联网技术的发展,互联网已经深入生活中的方方面面,数据规模也从GB级发展到TB级,甚至是PB、EB级。
传统的信息检索技术通常只能返回主动查询的结果,并不能很好的解决用户实际的搜索需求。
在面对海量结果的情况下,也不能达到准确的满足用户之间差异化检索的需求。
个性化推荐技术通过对用户的历史数据进行挖掘,分析用户的历史记录以产生用户的兴趣模型,根据所产生的用户兴趣模型产生主动推荐的内容信息。
个性化推荐这一方法将传统的用户主动检索信息转变为网站的主动推荐信息,在满足用户信息需求的同时又能实现用户间的差异化。
本文在文本资源挖掘的基础上,研究如何通过对用户历史行为分析及文本的主题挖掘,获取用户主题层面的兴趣偏好,进而进一步的进行相似性计算工作。
本文工作主要包括以下几个方面:本文提出了个性化主题网络(Personalized Topic Network,PTN)模型,构建基于用户、文本和主题的无向图模型。
通过对用户的历史行为和文本的隐含主题挖掘,建立用户通过文本到主题的联系,使得从主题层面描述用户的兴趣偏好成为可能。
模型底层采用LDA(Latent Dirichlet Allocation)算法对文本的主题进行挖掘,以获得文本的主题向量描述。
电商评论的情感分析研究
1引言互联网的快速发展,人类在网络上的交互方式为大量网络数据的产生提供了可能。
随着电商的发展,购买者通过淘宝、京东、亚马逊等各种平台购买商品,并对商品进行评论以表达对购物体验及商品性能的满意程度。
对产品的评论数据进行情感分析,进而挖掘购买者对商品的情感倾向,为其他购买者提供参考,或挖掘出购买者对商品的关注程度和情感倾向,以便企业能更好地提升商品及服务质量。
因此,高效、准确地对互联网电商评论数据进行情感分析,对电商行业及购买者本身有很大的帮助。
但如何高效合理地从海量评价文本数据中提取有价值的信息,一直是众多学者研究的课题。
凌洁等对电商平台在线评论分析进行了综合研究,刘玉林等以情感倾向为基础建立情感指数,从多方面对评论数据进行了多维度分析,景永霞等在评论分析中引入了LDA 主题模型,并探讨了其在课程评论中的应用,李明等在商品评论情感倾向性方面进行了分析研究。
文献分别在校园微博、汽车和电影评论等方面进行了研究分析。
本文将综合应用情感分析技术对某品牌热水器评论数据进行情感分析,以为商家和购买者提供信息参考和相关支持。
2评论数据处理2.1文本去重本文采用京东商城某品牌空调产品评论数据。
由于数据质量参差不齐,如重复或不知所云等。
这些评论数据不仅不能提供价值,还会造成不必要的麻烦。
因此,在对评论数据进行分析之前先要“文本去重”,把没有价值的数据去掉。
某些电商平台为了避免客户长时间不进行评论,往往设置为超期后系统自动好评。
显然这些评论没有任何分析价值,而且这些评论大量重复,必须去除。
经过去重处理后,共得到55400条评论。
使用value_counts 函数统计重复的评论,可以得到重复评论文本的重复数量,数量最大的评论文本是系统默认评论。
2.2文本分词在对评论文本进行分析之前,最重要的一步是对数据进行相应的分词,分词是否准确,将会影响后面的工作质量。
目前Python 语言中的中文分析包“jieba ”对评论文本进行分词,效果较好,在业内应用较广泛。
告知承诺制审批英语
告知承诺制审批英语The System of Notification and Commitment in Approval Processes.In the modern era of governance and administrative reforms, the traditional approach to regulatory approvalsis gradually being transformed by innovative and efficient methods. One such method that has gained significant traction in recent years is the system of notification and commitment, commonly referred to as the "notification-commitment approval system" or simply "commitment-based approval." This system represents a paradigm shift from the conventional, often cumbersome, and time-consuming approval procedures, towards a more streamlined and trust-based approach.Background and Definition.The notification-commitment approval system is a regulatory mechanism that allows applicants to self-declarecompliance with certain statutory requirements or standards, without the need for extensive upfront verification or inspection. Under this system, applicants are required to notify the relevant authority of their intention to undertake a particular activity or project, and simultaneously commit to fulfilling all the necessary requirements and standards. The authority then assesses the application based on the applicant's notification and commitment, and grants approval accordingly.The key components of this system are:1. Notification: Applicants notify the authority oftheir intention to undertake a specific activity or project.2. Commitment: Applicants commit to fulfilling all statutory requirements and standards related to the proposed activity or project.3. Assessment: The authority assesses the application based on the.。
基于粒子群算法的LDA实现方法研究
2017,53(1)1引言在模式识别领域中,线性特征提取是压缩特征矢量维数的有效方法。
线性判别式分析(也称Fisher 判别分析)作为一种极具潜力的线性特征提取方法受到研究者的广泛关注,许多专家学者对其进行了深入的研究。
Foley 和Sammon 在文献[1]中提出了统计相关的线性特征提取方法。
Jin 和Yang 则从统计不相关的角度,提出了具有统计不相关的最优鉴别矢量集的概念[2]。
Li 和Yuan 在文献[3]中提出了2DLDA 方法,该方法从人脸图像矩阵直接得到类内和类间离散度矩阵,而不必将人脸基于粒子群算法的LDA 实现方法研究钟伟1,黄元亮2,郝真真3,姜甜甜1ZHONG Wei 1,HUANG Yuanliang 2,HAO Zhenzhen 3,JIANG Tiantian 11.暨南大学理工学院,广州5106322.暨南大学电气自动化研究所,广东珠海5190703.暨南大学信息科学与技术学院,广州5106321.Institute of Technology,Jinan University,Guangzhou 510632,China2.Institute of Electrical Automation,Jinan University,Zhuhai,Guangdong 519070,China3.College of Information Science and Technology,Jinan University,Guangzhou 510632,ChinaZHONG Wei,HUANG Yuanliang,HAO Zhenzhen,et al.Research on implementation method of LDA algorithm based on Particle Swarm puter Engineering and Applications,2017,53(1):39-43.Abstract :A novel linear discriminant analysis implementation method is presented to overcome the shortcomings of the traditional LDA algorithm after researching the existing theoretical results.This method amends the Fisher criterion at first,then finds the best discriminant vectors by iteration,analyzes and evaluates them at last.The experimental results on the facial expression recognition using the JAFFE expressions library and the comprehensive evaluation of regional con-sumption levels show that the PSO-LDA algorithm not only has well recognition effect,but also can break through the re-striction of the sample pared with other improved LDA algorithm,it ’s more flexible,and easier to imple-ment.Key words :Linear Discriminant Analysis(LDA);projection vector;matrix of the discrete degree;Particle Swarm Optimi-zation(PSO);PSO-LDA algorithm摘要:针对传统线性判别分析方法存在的问题,在研究现有理论成果的基础上,提出一种新的LDA 实现方法。
implementation
Now we come to the implementation. Before the activity, we mainly focus on the promotion. As my team member has mentioned above, we would use “we media” to promote our brand as well as our activity. First, we will release a video on video websites, which compares the routine and stressful life of urbanites with the interesting and relaxing life of Yao people. Then, we send information of our activities on our wechat official account. Those who want to participate in the activity need to share it to their moment and get most like to win an award.During the activity, we organize a series of events and continue to make we media useful. On the morning of the first day, ten families will arrive at Yaozhai, put on Yao people’s costumes and accept the welcome ceremony. After the lunch, they will have a wedding in Yao people’s style. Usually the wedding will last for three days and has many rites, but now we hold it briefly, which means ten couples of these families experience the rites on the last day. Then they will have dinner of Yao people’s cuisine. Finally, a bonfire party put an end of this happy day.On the second day, each family will work together to find their breakfast according to provided clues. Then, they would be showed how to make tofu yuan and bamboo rice and try to make their own. Finally, they have a game to grow vegetables in our experimental field.After the activities, the photos of these events will be put on our wechat official account and called for vote. These families have to share them to their wechat moment to win the game. And we will also put them on our micro-blog, renren etc. Besides, if these families would like to pay a certain amount of money, we will help to manage the field until it can be harvested. In fact, those families willing to pay will come to Yaozhai for the second time and bring their friends or relatives. Then we will see numbers of our tourists grow gradually. Therefore, our project would attract people to consume and invest in Yaozhai, which certainly helps its economy.Since the number of tourists increase, environmental problem could be risen. To keep it clean, we will employ more people to do cleaning, and encourage tourists to protect environment, which provides Yao people with harmonious life.。
vasp经验总结
LDAUU=0 5.5 4 0 #specifies the effective on-site Coulomb interaction parameters LDAUJ=0 1.5 1 0 #specifies the effective on-site Exchange interaction parameters.
点电荷估计: 晶格某一方向所有原子坐标*离子价态相加,与优化后相加得到的值对比。
Spin orbital coupling (SOC)的计算 (LMCO为例)
ISTART=1 ICHARG=1 要读取WAVCAR 最好选取1而不用11,对结果影响是比较大的
LSORBIT=.TRUE. LMAXMIX=6 计算soc的时候一定要有此参数,d电子4,f电子6 MAGMOM=6*0 0 0 4 0 0 4 0 0 4 0 0 -4 0 0 -4 0 0 -4 0 0 3 0 0 3 0 0 3 0 0 3 0 0 -3 0 0 -3 0 0 -3 0 0 -3 72*0 SAXIS=1 1 1 磁矩的方向(见vasp手册,有两种设置方法) NBANDS=408 能带数是线性计算的二倍 ISYM=0 计算soc最好去掉对称性 GGA_COMPAT=.FALSE.
BP计算极化过程中,Dipole设置问题
设置在计算离子的dipole时的参考点即设置 DIPOL(注意的是,它的 设置需要使得原子移动前后的原子都在这个参考点的一侧。比如这个例 子中 Al处于(0,0,0),As处于(0.25, 0.25, 0.25)位置,而将DIPOL设置为( 0.5, 0.5, 0.5)和(0.125, 0.125, 0.125)都是可以的,但是在考虑移动Al原子时,不要将
#specifies the l-quantum number for which the on-site LDAUL= -1 2 2 -1 interaction is added (-1=no on-site terms added, 1= p, 2= d, 3= f, Default: LDAUL=2)
GibbsLDA++Manual
GibbsLDA++A C/C++ Implementation of Latent Dirichlet Allocation (LDA)using Gibbs Sampling for Parameter Estimation and Inference/Copyright © 2007 byXuan-Hieu Phanhieuxuan at ecei dot tohoku dot ac dot jp or pxhieu at gmail dot comGraduate School of Information SciencesTohoku University1. Introduction1.1. Description1.2. News, Comments, and Bug Reports1.3. License2. Compile GibbsLDA++2.1. Download2.2. Compiling3. How to Use GibbsLDA++3.1. Command Line & Input Parameters3.1.1. Parameter Estimation from Scratch3.1.2. Parameter Estimation from a Previously Estimated Model3.1.3. Inference for Previously Unseen (New) Data3.2 Input Data Format3.3. Outputs3.3.1. Outputs of Gibbs Sampling Estimation of GibbsLDA++3.3.2. Outputs of Gibbs Sampling Inference for Previously Unseen Data3.4. Case Study4. Links, Acknowledgements, and References1. Introduction1.1. DescriptionGibbsLDA++ is a C/C++ implementation of Latent Dirichlet Allocation (LDA) using Gibbs Sampling technique for parameter estimation and inference. It is very fast and is designed to analyze hidden/latent topic structures of large-scale datasets including very large collections of text/Web documents. LDA was first introduced by David Blei et al [Blei03]. There have been several implementations of this model in C (using Variational Methods), Java, and Matlab. We decided to release this implementation of LDA in C/C++ using Gibbs Sampling to provide an alternative choice to the topic-model community.GibbsLDA++ is useful for the following potential application areas:q Information Retrieval (analyzing semantic/latent topic/concept structures of large textcollection for a more intelligent information search.q Document Classification/Clustering, Document Summarization, and Text/Web DataMining community in general.q Collaborative Filteringq Content-based Image Clustering, Object Recognition, and other applications ofComputer Vision in general.q Other potential applications in biological data.1.2. News, Comments, and Bug Reports.We highly appreciate any suggestion, comment, and bug report.1.3. LicenseGibbsLDA++ is a free software; you can redistribute it and/or modify it under the terms of the GNU General Public License as published by the Free Software Foundation; either version 2 of the License, or (at your option) any later version.GibbsLDA++ is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU General Public License for more details.You should have received a copy of the GNU General Public License along with GibbsLDA++; if not, write to the Free Software Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA 02111-1307 USA.2. Compile GibbsLDA++2.1. DownloadYou can find and download document, source code, and case studies of GibbsLDA++ at http:// /projects/gibbsldaHere are some other tools developed by the same author:q FlexCRFs: Flexible Conditional Random Fieldsq CRFTagger: CRF English POS Chunkerq CRFChunker: CRF English Phrase Chunkerq JTextPro: A Java-based Text Processing Toolkitq JWebPro: A Java-based Web Processing Toolkitq JVnSegmenter: A Java-based Vietnamese Word Segmentation Tool2.2. CompilingOn Unix/Linux/Cygwin/MinGW environments:q System requirements:+ A C/C++ compiler and the STL library. In the Makefile, we use g++ as the default compiler command, if the C/C++ compiler on your system has another name (e.g., cc, cpp, CC, CPP, etc.), you can modify the CC variable in the Makefile in order to use make utility smoothly.+ The computational time of GibbsLDA++ much depends on the size of input data, the CPU speed, and the memory size. If your dataset is quite large (e.g., larger than100,000 documents or so), it is better to train GibbsLDA++ on a minimum of 2GHz CPU, 1Gb RAM system.q Untar and unzip GibbsLDA++:$ gunzip GibbsLDA++.tar.gz$ tar -xf GibbsLDA++.tarq Go to the home directory of GibbsLDA++ (i.e., GibbsLDA++ directory), type: $ make clean$ make all3. How to Use GibbsLDA++3.1. Command Line & Input ParametersAfter compiling GibbsLDA++, we have an executable file lda in the GibbsLDA++/src directory. We use this for parameter estimation and inference for new data.3.1.1. Parameter Estimation from Scratch$ lda -est [-alpha <double>] [-beta <double>] [-ntopics<int>] [-niters <int>] [-savestep <int>] [-twords <int>] -dfile <string>in which (parameters in [ ] are optional):q-est: Estimate the LDA model from scratchq-alpha <double>: The value of alpha, hyper-parameter of LDA. The default value of alpha is 50 / K (K is the the number of topics). See [Griffiths04] for a detailed discussion of choosing alpha and beta values.q-beta <double>: The value of beta, also the hyper-parameter of LDA. Its defaultvalue is 0.1q-ntopics <int>: The number of topics. Its default value is 100. This depends on the input dataset. See [Griffiths04] and [Blei03] for a more careful discussion of selecting the number of topics.q-niters <int>: The number of Gibbs sampling iterations. The default value is 2000.q-savestep <int>: The step (counted by the number of Gibbs sampling iterations) at which the LDA model is saved to hard disk. The default value is 200.q-twords <int>: The number of most likely words for each topic. The default value is zero. If you set this parameter a value larger than zero, e.g., 20, GibbsLDA++ will print out the list of top 20 most likely words per each topic each time it save the model to hard disk according to the parameter savestep above.q-dfile <string>: The input training data file. See Section 3.2 for a description ofinput data format.3.1.2. Parameter Estimation from a Previously Estimated Model$ lda -estc -dir <string> -model <string> [-niters <int>] -savestep <int>] [-twords <int>]in which (parameters in [ ] are optional):q-estc: Continue to estimate the model from a previously estimated model.q-dir <string>: The directory contain the previously estimated modelq-model <string>: The name of the previously estimated model. See Section 3.3 to know how GibbsLDA++ saves outputs on hard disk.q-niters <int>: The number of Gibbs sampling iterations to continue estimating. The default value is 2000.q-savestep <int>: The step (counted by the number of Gibbs sampling iterations) at which the LDA model is saved to hard disk. The default value is 200.q-twords <int>: The number of most likely words for each topic. The default value is zero. If you set this parameter a value larger than zero, e.g., 20, GibbsLDA++ will print out the list of top 20 most likely words per each topic each time it save the model to hard disk according to the parameter savestep above.3.1.3. Inference for Previously Unseen (New) Data$ lda -inf -dir <string> -model <string> [-niters <int>] [-twords <int>] -dfile <string>in which (parameters in [ ] are optional):q-inf: Do inference for previously unseen (new) data using a previously estimated LDA model.q-dir <string>: The directory contain the previously estimated modelq-model <string>: The name of the previously estimated model. See Section 3.3 to know how GibbsLDA++ saves outputs on hard disk.q-niters <int>: The number of Gibbs sampling iterations for inference. The default value is 20.q-twords <int>: The number of most likely words for each topic of the new data. The default value is zero. If you set this parameter a value larger than zero, e.g., 20,GibbsLDA++ will print out the list of top 20 most likely words per each topic afterinference.q-dfile <string>:The file containing new data. See Section 3.2 for a description of input data format.3.2 Input Data FormatBoth data for training/estimating the model and new data (i.e., previously unseen data) have the same format as follows:[M][document1][document2]...[document M]in which the first line is the total number for documents [M]. Each line after that is one document. [document i] is the i th document of the dataset that consists of a list of N i words/ terms.[document i] = [word i1] [word i2] ... [word iNi]in which all [word ij] (i=1..M, j=1..N i) are text strings and they are separated by the blank character.Note that the terms document and word here are abstract and should not only be understood as normal text documents. This is because LDA can be used to discover the underlying topic structures of any kind of discrete data. Therefore, GibbsLDA++ is not limited to text and natural language processing but can also be applied to other kinds of data like images and biological sequences. Also, keep in mind that for text/Web data collections, we should first preprocess the data (e.g., removing stop words and rare words, stemming, etc.) before estimating with GibbsLDA++.3.3. Outputs3.3.1. Outputs of Gibbs Sampling Estimation of GibbsLDA++Outputs of Gibbs sampling estimation of GibbsLDA++ include the following files: <model_name>.others<model_name>.phi<model_name>.theta<model_name>.tassign<model_name>.twordsin which:q<model_name>: is the name of a LDA model corresponding to the time step it wassaved on the hard disk. For example, the name of the model was saved at the Gibbssampling iteration 400th will be model-00400. Similarly, the model was saved at the1200th iteration is model-01200. The model name of the last Gibbs sampling iteration is model-final.q<model_name>.others: This file contains some parameters of LDA model, such as: alpha=?beta=?ntopics=? # i.e., number of topicsndocs=? # i.e., number of documentsnwords=? # i.e., the vocabulary sizeliter=? # i.e., the Gibbs sampling iteration at which the model was savedq<model_name>.phi: This file contains the word-topic distributions, i.e., p(word w| topic t). Each line is a topic, each column is a word in the vocabularyq<model_name>.theta: This file contains the topic-document distributions, i.e., p (topic t|document m). Each line is a document and each column is a topic.q<model_name>.tassign: This file contains the topic assignments for words in training data. Each line is a document that consists of a list of <word ij>:<topic of word ij>q<model_file>.twords: This file contains twords most likely words of each topic.twords is specified in the command line (see Sections 3.1.1 and 3.1.2).GibbsLDA++ also saves a file called wordmap.txt that contains the maps between words and word's IDs (integer). This is because GibbsLDA++ works directly with integer IDs of words/ terms inside instead of text strings.3.3.2. Outputs of Gibbs Sampling Inference for Previously Unseen DataThe outputs of GibbsLDA++ inference are almost the same as those of the estimation process except that the contents of those files are of the new data. The <model_name> is exactly the same as the filename of the input (new) data.3.4. Case StudyFor example, we want to estimate a LDA model for a collection of documents stored in file called models/casestudy/trndocs.dat and then use that model to do inference for new data stored in file models/casestudy/newdocs.dat.We want to estimate for 100 topics with alpha = 0.5 and beta = 0.1. We want to perform 1000 Gibbs sampling iterations, save a model at every 100 iterations, and each time a model is saved, print out the list of 20 most likely words for each topic. Supposing that we are now at the home directory of GibbsLDA++, We will execute the following command to estimate LDA model from scratch:$ src/lda -est -alpha 0.5 -beta 0.1 -ntopics 100 -niters1000 -savestep 100 -twords 20 -dfile models/casestudy/trndocs.datNow look into the models/casestudy directory, we can see the outputs as described in Section 3.3.1.Now, we want to continue to perform another 800 Gibbs sampling iterations from the previously estimated model model-01000 with savestep = 100, twords = 30, we perform the following command:$ src/lda -estc -dir models/casestudy/ -model model-01000 -niters 800 -savestep 100 -twords 30Now, look into the casestudy directory to see the outputs.Now, if we want to do inference (30 Gibbs sampling iterations) for the new data newdocs.dat (note that the new data file is stored in the same directory of the LDA models) using one of the previously estimated LDA models, for example model-01800, we perform the following command:$ src/lda -inf -dir models/casestudy/ -model model-01800 -niters 30 -twords 20 -dfile newdocs.datNow, look into the casestudy directory, we can see the outputs of the inferences:newdocs.dat.othersnewdocs.dat.phinewdocs.dat.tassignnewdocs.dat.thetanewdocs.dat.twords4. Links, Acknowledgements, and References4.1. LinksHere are some pointers to other implementations of LDA:q LDA-C (Variational Methods)q Matlab Topic Modelingq Java version of LDA-C and a short Java version of Gibbs Sampling for LDAq LDA package (using Variational Methods, including C and Matlab code)4.2. AcknowledgementsOur code is based on the Java code of Gregor Heinrich and the theoretical description of Gibbs Sampling for LDA in [Heinrich]. I would like to thank Heinrich for sharing the code and a comprehensive technical report.We would like to thank for hosting this project.4.3. Referencesq[Andrieu03] C. Andrieu, N.D. Freitas, A. Doucet, and M. Jordan: An introduction toMCMC for machine learning, Machine Learning (2003)q[Blei03] D. Blei, A. Ng, and M. Jordan: Latent Dirichlet Allocation, Journal of Machine Learning Research (2003).q[Blei07] D. Blei and J. Lafferty: A correlated topic model of Science, The Annals ofApplied Statistics (2007).q[Griffiths] T. Griffiths: Gibbs sampling in the generative model of Latent DirichletAllocation, Technical Report.q[Griffiths04] T. Griffiths and M. Steyvers: Finding scientific topics, Proc. of the National Academy of Sciences (2004).q[Heinrich] G. Heinrich: Parameter estimation for text analysis, Technical Report.q[Hofmann99] T. Hofmann: Probabilistic latent semantic analysis, Proc. of UAI (1999).q[Wei06] X. Wei and W.B. Croft: LDA-based document models for ad-hoc retrieval, Proc.of ACM SIGIR (2006).Last updated July 15, 2007。
IB商管SL IA范文
Business & Management (SL) IA:Sample 2Commentary on:How can Tyrolit Schleifmittel Gmbh increase sales in a time of stagnation in the German market?Candidate Name:Candidate Number:Word Count: 1,4861ContentsContents PageCommentary 3-5Conclusion5Appendices6-7Supporting documents 8-9Bibliography92Written CommentaryHow can Tyrolit Schleifmittel Gmbh increase sales in a time of stagnation in theGerman market?In 1895, Daniel Swarovski established a factory for the production of crystal jewellery, Swarovski. 34 years later, the nowadays biggest producer of diamond grinding tools was set up in Austria, which Swarovski named after a mi neral found in Tyrol. “Tyrolit Schleifmittel Gmbh” produces grinding and boring tools, saws and aggregates in 22 factories in 13 different countries and employs 4030 workers. Tyrolit calls itself the unchallenged technological leader1. Yet, the market in which the company acts is facing a period of stagnation in Germany2. In order to increase sales again, the market leader needs to employ thoroughly thought-out marketing techniques. The following investigation provides suggestions on how to utilise and put into operation new strategies to boost sales. An in-depth marketing plan using the “7Ps” will be considered, as well as primary and secondary sources from within and outside the company.“Tyrolit Schleifmittel Gmbh” is positioned at the top of the market, selling high quality products at a high price. The company offers complete systems and avoids additional purchases, which is appreciated by the customers. In order to get an overview of Tyrolit’s situation, a SWOT-Analysis has been set up. From this it was derived that, since Tyrolit is the top supplier, it offers a comple te range of tools. Tyrolit’s ma in strength is its technological market leadership. Weaknesses are relative to Tyrolit’s strengths, si nce they depend on the flexibility and the actual strength, which is the expensive service. The high level of service cannot be tackled as it has been proven that this is a major advantage. Therefore there is no question about whether to keep the expensive store houses or not, since they form the backbone of the customer-friendly delivery system. The only weakness Tyrolit can possibly tackle is the domain of custom made tools. Tyrolit is in row with other suppliers here. In order to increase sales in Germany, Tyrolit must introduce a possibility to manufacture custom made tools in order to offer better solutions for special needs. It has to be checked what amount is required, to ensure a sensitive investment. The old manufacturing style takes as long as those of competitors. Effective use of the great opportunities is inevitable in order to increase sales in Germany. As many products as possible should be manufactured in low wage countries, since it has been proven that they are of an equal standard by now3. Additionally the storing system has to be used extremely effectively in order to increase sales. If the amounts of products are planned very thoughtfully, orders can take place in bigger amounts and discounts would lower the purchase costs enormously; same for products, which can in essence be produced on a “selling-storing” method. If a customer orders two saw blades for example, the company will produce 5, in order to store 3 to be faster and to be prepared for the next order. If Tyrolit can achieve this, its inauspicious cost structure due to high level of service would not decrease profit as much, because the company would work generally more efficiently. Exactly this efficiency is needed to maintain Tyrolit’s position not only in Germany but worldwide, to avoid the increase of market influence of cheap East Asian companies. The key to this is the development of new and technological superior products.1/page.cfm?vpath=company/history (07.09.2006)2“Der Spiegel” (“The mirror”), Rudolf Augstein, Nr. 49/1.12.2006 pg. 893 See interview – Appendix – supporting document3A method of clarifying the possibilities, Tyrolit has to increase sales concerning product development, is using Ansoff’s Matrix.Tyrolit already developed a USP4and is therefore rather orientated on a mass marketing strategy. However Tyrolit stands for quality and service5. It is indeed the “Mercedes” in this sector and its pricing category is therefore strictly regulated. The tools are of the highest quality but also of the highest price, yet discounts often occur. The company is heavily focused on stay ing on top of technology as part of their philosophy to be the most advanced supplier. This also affects the customers who know what Tyrolit is about – quality. With this course Tyrolit strengthens its image. Due to the fact that Tyrolit is a global player, product developmen t should never stop. It is an advantage compared to smaller, more locally dependent busin esses. All advantages have to be used. As a result of this, it is advisable that Tyrolit uses market penetr ation, since the risk is low and Tyrolit is, since it is a global player strong and rich enough to pay a better promotion as part of the marketing mix.A new, appropriate blending of the marketing mix is a promising way to boost purchases and to attract new customers. The company uses not only stationary selling points like a supermarket, but instead actively delivers products through salesm en to the customers. Hence, not only the “4Ps” that were originally develope d for the marketing of products, but also those that were developed later for service sectors can be examined. For Tyrolit the outstanding Ps are those for Promotion, Pricing and People, as Product has been looked at earlier6.A high rate of development outside Germany proves that the company is innovative and a global player who has excellent customer contacts. Yet, its global presence is not used efficiently enough, as Tyrolit’s sister companie s are not recognised as such. If they were marked as sister companies, the good image of Tyrolit could be utilised, which might also revive German interest in the company. Another aspect of Tyrolit’s promotion is that the company uses direct mailing to inform the clients of the latest offers. In addition to this there are often campaigns where customers can get up to 10% discount over a whole month. Yet, the company should rather concentrate on informative advertisement, because customers just need to be convinced of the quality which would then justify the price. For a company which has an image like Tyrolit th is should be very easy.Tyrolit is due to its image not willing to take price leadership and due to its production and service costs not able to do destroyer pricing. That is the compromise which brings the quality with it, however “Tyrolit has got, because it is part of the world wide company group Swarovski the independence to achieve long term objectives”7. Tyrolit uses psychological pricing as pricing tactic. A unique selling proposition allows the company to charge a premium price. Furthermore they follow the price skimming strategy. They face competitive pricing competitors which often sell “me-too” products or simply copies of Tyrolit products. The competitors do not however seem to be more successful in selling products in Germany. Tyrolit does not have to be concerned about their prices and must, because of its image remain with their pricing. If the company lowers the prices its image will be damaged and since the quality is crucial for the image and the price Tyrolit has to do so.4Toy, Jo, (1999), “IB Business & Management”, Oxford, OSC IB Revision Guides (30)(unique selling proposition – due to its image)5SWOT – Analysis6 see Ansoff’s Matrix7/page.cfm?vpath=company/history (07.09.2006)4Tyrolit field workers have to attend several advanced training courses to be up-to-date with technology. They do not only sell the machines and tools, they also demonstrate them. Therefore, the salesmen of Tyrolit are highly competent on their domains. Furthermore Tyrolit tries to stay in contact with old employers to keep the spirit, experience and tradition of more generations. What the company has lacked to do over the years however was to cement its relations to its loyal as well as to normal customers. To involve them in the development of new products is an essential part increasing sales. If customers feel involved, this might also provide helpful word of mouth promotion. It is not necessary to set up focus groups but the salesmen have to stay in regular contact to any customer to assure their satisfaction and to get new and independent ideas and recommendations.If Tyrolit can employ these marketing mix tactics, it might well see a change in the interest of customers in the business. More involvement of the customers in the process of developing can lead to increased word of mouth promotion, which can be supported by informative advertisement. Without lowering the prices, these adaptations may lead to increased sales, which automatically become profit for the company in Germany.ConclusionIn conclusion it can be said that Tyrolit does its job extremely well. No obvious and easy wrong methods are visible. Yet, in order to increase sales, Tyrolit must utilise its delivery system efficiently in using a “selling – storing” method for example. Additionally the company has to address customers with special needs more often and should introduce facilities which can assure this; so the service is broadened. Furthermore, Tyrolit has to use its advantages as a global acting company, regarding financial aspects as well as image strengthening campaigns such as advertisements. Good products are, however, often enough evidence of the quality the company performs. Exactly this image can help Tyrolit to go the inevitable step towards the loyal customers and to set up relations with them and to involve them in product development. Daniel Swarovski had exactly this in mind, a close relationship between supplier and customer lasting as long as a diamond.5AppendicesStrengths- offers complete range of tools (no further purchases are needed - high development speed- technological/ market leader- innovative- good image- connected (computer, depots)- good customer contacts- global player Weaknesses- custom made tools take a long time to produce (like elsewhere too)- expensive storehouse system- inauspicious cost structure due tohigh level of ServiceOpportunities- low-wage countries can be used due to be a global player- big company- purchases are cheaper if they are done in bigger quantities- better machines can produce better tools and improve old ones (laserwelding)- better availability due to central store houses- products can be produced in bigger quantities (if there is an order of 2saw blades, 10 are produced to storethem for further orders)Threats- Chinese and Korean are cheapproducers, but offer nearly identicalquality- these companies do often even have better production facilities than inEurope- low-wage worker- products are easy to copy6supplied with tools. My Budget in 1995 was about 1,5 million €, in 2005 it was 1,2 million € and as I said before this repres ents a decrease of 20% exactly.What can you tell us about Tyrolit’s investments in low wage countries?Tyrolit invested a lot of money in factories especially in China and Thailand. They had to do a lot of catch up training and recruiting of staff. By now the company has to admit that the products which are produced there are of the same quality as the products produced in Austria.3. Tyrolit - company history/page.cfm?vpath=company/history4. Tyrolit – corporate information/page.cfm?vpath=company/tyrolitgroup5. Tyrolit – ambitions and visions/page.cfm?vpath=ceostateBibliographyWorld wide webLiteratureToy, Jo, (1999), “IB Business & Management”, Oxford, OSC IB Revision Guides“Der Spiegel” (“The Mirror”), Rudolf Augstein, Nr. 49/1.12.20069。
基于lda的文本情感分析
本科毕业设计(论文)学院(部)计算机科学与技术学院题目基于lda的文本情感分析年级2014专业信息治理与信息系统班级14信管学号1427402014姓名何聪指导老师严建峰职称副教授论文提交日期2019年5月19日目录摘要 (1)前言 (3)第一章概述 (5)1.1情感分析概述 (5)1.1.1主要研究内容 (5)1.1.2文本情感分析的分类 (6)1.1.3主题模型在情感分析中的应用 (7)1.2国内外研究现状 (7)1.3本文内容安排 (8)第二章数据预处理 (10)2.1概述 (10)2.2分词以及简繁体转换 (10)2.3去除停用词 (10)2.4抽取情感信息 (11)2.4.1情感词典的构建 (11)2.4.2抽取情感信息 (11)2.4.3数据 (12)2.5本章小结 (12)第三章 LDA建模 (13)3.1LDA概念 (13)3.1.1概率主题概念的提出 (13)3.1.2LDA模型 (14)3.2试验 (16)3.2.1划分数据集 (16)3.2.2数据词典 (16)3.2.3向量化 (17)3.2.4使用TF-IDF作为特征值 (17)3.2.5LDA模型训练 (19)3.3本章小结 (20)第四章 SVM分类 (21)4.1SVM概念 (21)4.1.1线性分类 (22)4.1.2软间隔最大化 (23)4.1.3非线性支持向量机 (24)4.2本文中的SVC (26)4.2.1算法描述 (26)4.3试验 (28)4.3.1特征选取 (28)4.3.2数据转换 (28)4.3.3将数据随机分为训练集和测试集 (29)4.3.4SVM训练和预测 (29)4.3本章总结 (30)第五章贝叶斯分类 (31)5.1概念 (31)5.2贝叶斯定理 (31)5.2.1简朴贝叶斯 (31)5.2.2伯努利模型 (32)5.3本文中的简朴贝叶斯 (32)5.3.1算法描述 (32)5.3试验 (33)5.3.1特征选取 (33)5.3.2向量化 (33)5.3.3简朴贝叶斯分类训练 (34)5.3.4测试 (34)5.3.5准确率 (35)5.4本章总结 (35)第六章总结与展望 (37)6.1本文主要内容总结 (37)6.2存在的问题以及未来展望 (37)参考文献 (39)致谢 (40)摘要互联网的快速进展让各类社交媒体与日俱增,人们在网络上发表各种各样的评论、博客等信息。
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a r X i v :c o n d -m a t /0012435v 1 [c o n d -m a t .s t r -e l ] 22 D e c 2000Comment on ”Implementation of the LDA+U method using the
full-potential linearized augmented plane-wave basis”
R.J.Radwanski Center for Solid State Physics,S nt Filip 5,31-150Krak´o w,Inst.of Physics,Pedagogical University,30-084Krak´o w,POLAND.Z.Ropka Center for Solid State Physics,S nt Filip 5,31-150Krak´o w,POLAND.In Ref.1Shick et al.have applied the combination of the local density approxima-tion plus Hubbard U (LDA+U)total-energy functional with the full-potential linearized augmented plane-wave method to NiO and Gd.By this Comment we would like to point out that the authors of Ref.1have ignored a recent paper,i.e.Ref. 2.The importance of this paper is related with the experimen-tal evaluation of the magnetic moment of single-crystalline NiO for 2.2µB at 300K.This value,being much larger than the assumed in Ref.1value of 1.70µB proves that the calcu-lated result for the magnetic moment of NiO substantially disagrees with the experimental observation.The second quantity calculated in Ref.1was an energy gap,attributed to the insulating gap.The authors of Ref.1has got a large gap of 3.38eV,8times larger than in LDA calculations.To get confidence to this result authors should explain the reason for the dramatic increase in the exchange splitting of the Ni d states.As far as the parameters of
the theory are not experimentally verified it is only a mere speculation.We fully agree with the authors of Ref.1that ”the magnetic moment is a fundametal test”for the theory.We would like to point out that the authors of Ref.1can calculate only the spin moment.The experiment of Ref.2allows the determination of the spin and the orbital momenta,
m s=1.90±0.10µB and m o=0.32±0.05µB.These values are measured at300K-one can expect at0K values larger by at least15%.The observation of such substantial orbital moment proves the uselessness of the theory of Ref.1to real systems because the theory of Ref.1cannot calculate the orbital moment.
Moreover,we would like to point out that theoretical calculations without thermody-namics are hardly of interest,both for experiment as well as for theoretical understanding.
Authors of the commented paper should know Ref.2as Ref.2has been printed1.04.1998 whereas the Ref.1has been submitted1.04.1999,i.e.exactly1year later.Surely,the referee should put the authors’attention to this paper.
In conclusion,the authors of Ref.1have missed new experimental results of Ref.2that disqualify their theoretical result about the magnetic moment of NiO.Moreover,despite of the very complex name of the approach,the approach of Ref.1suffers substantial limitations related with the neglection of the orbital magnetism and the unability to provide thermodynamics.These deficiencies cause that the results are incompatible to the reality. Here we can only mention our atomic-like approach,that gives surprisingly good results for LaCoO3[3,4],FeBr2[5]and NiO[6-8].Our approach yields the discrete energy spectrum for the d states in NiO in contrary to the continuum energy spectrum of Ref.1(see Fig.2). It provides the spin and orbital moments at0K as1.99and0.54µB[4,5],respectively,in surprisingly good agreement with experimental data of Ref.2.
At the end we would like to say that we think that authors should have scientific rights to publish their results as Science develops only in the open discussion.The only problem appears when the Editor starts to manipulate the Science by unresponsible rejecting of paper by means of,for instance,unscientific statements like”paper is not suited for publication”or”not of wide interest”without trying to get the clue of the scientific controversy between referee and the author.This manipulation unfortunatelly often goes with the help of referees who in anonymous reports are scientifically unresponsible.
1
1e-mail:sfradwan@.pl;URL:.pl。