《白话机器学习算法》数据来源和参考资料

《白话机器学习算法》数据来源和参考资料

k均值聚类：Facebook用户性格特征

Stillwell, D., & Kosinski, M. (2012). myPersonality Project: .

Kosinski, M., Matz, S., Gosling, S., Popov, V., & Stillwell, D. (2015). Facebook as a Social Science Research Tool: Opportunities, Challenges, Ethical Considerations and Practical Guidelines. American Psychologist.

主成分分析：食物的营养成分

美国农业部（2015），USDA Food Composition Databases：

。

关联规则：杂货店数据

数据集包含在如下R包中：Hahsler, M., Buchta, C., Gruen, B., & Hornik, K. (2016). arules: Mining Association Rules and Frequent Itemsets. R包版本1.5-0. 。

Hahsler, M., Hornik, K., & Reutterer, T. (2006). Implications of Probabilistic Data Modeling for Mining Association Rules. In Spiliopoulou, M., Kruse, R., Borgelt, C., Nürnberger, A.,& Gaul, W. Eds., From Data and Information Analysis to Knowledge Engineering, Studies in Classification, Data Analysis, and Knowledge Organization. pp.598-605. Berlin, Germany: Springer-Verlag.

Hahsler, M., & Chelluboina, S. (2011). Visualizing Association Rules: Introduction to the R-extension Package arulesViz. R Project Module, 223-238.

回归分析：预测房价

Harrison, D., & Rubinfeld, D. (1978). Hedonic Prices and the Demand for Clean Air. Journal of Environmental Economics and Management, 5, 81-102.

k最近邻算法：葡萄酒的化学成分

Forina, M., et al. (1998). Wine Recognition: .

Cortez, P., Cerdeira, A., Almeida, F., Matos, T., & Reis, J. (2009). Modeling Wine Preferences by Data Mining from Physicochemical Properties. Decision Support Systems, 47(4), 547-553.

支持向量机：预测心脏病

Robert Detrano (M.D., Ph.D), from Virginia Medical Center, Long Beach and Cleveland Clinic Foundation (1988). Heart Disease Database (Cleveland) [Data file and description]: +Disease.

Detrano, R., et al. (1989). International Application of a New Probability Algorithm for the Diagnosis of Coronary Artery Disease. The American Journal of Cardiology, 64(5), 304-310.

决策树：泰坦尼克号乘客数据

Report on the Loss of the 'Titanic' (S.S.) (1990). British Board of Trade Inquiry Report (reprint), Gloucester, UK: Allan Sutton Publishing and are discussed in Dawson, R. J. M. (1995). The 'Unusual Episode' Data Revisited. Journal of Statistics Education, 3(3).

随机森林：旧金山犯罪事件数据

SF OpenData, City and County of San Francisco (2016). Crime Incidents.

随机森林：旧金山天气

National Oceanic and Atmospheric Administration, National Centers for Environmental Information (2016). Quality Controlled Local Climatological Data (QCLCD).

神经网络：手写数字

LeCun, Y., & Cortes, C. (1998). The MNIST Database of Handwritten Digits[Data file and description]: .

LeCun, Y., Bottou, L., Bengio, Y., & Haffner, P. (1998). Gradient-based Learning Applied to Document Recognition. Proceedings of the IEEE, 86(11), 2278-2324.

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