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zh:courses:ml2025:ch02

第二章:监督学习法

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下载:监督学习法【PDF, PPT

推荐读物

  1. E. M. Bennett, R. Alpert, and A. C. Goldstein, 1954. Communications through Limited-Response Questioning. Public Opinion Quarterly, Vol. 18, No. 3, pp. 303-308.
  2. William A. Scott, 1955. Reliability of Content Analysis: The Case of Nominal Scale Coding. Public Opinion Quarterly, Vol. 19, No. 3, pp. 321-325.
  3. Jacob Cohen, 1960. A Coefficient of Agreement for Nominal Scales. Educational and Psychological Measurement, Vol. XX, No. 1, pp. 37-46.
  4. Joseph L. Fleiss, 1971. Measuring Nominal Scale Agreement among Many Rates. Psychological Bulletin, Vol. 76, No. 5, pp. 378-382.
  5. Mark Davies and Joseph L. Fless, 1982. Measuring Agreement for Multinomial Data. Biometrics, Vol. 38, No. 4, pp. 1047-1051.
  6. Klaus Krippendorff, 1980. Content Analysis: An Introduction to its Methodology. SAGE Publications.
  7. Ian H. Witten, Gordon W. Paynter, Eibe Frank, Carl Gutwin, and Craig G. Nevill-Manning, 1999. KEA: Practical Automatic Keyphrase Extraction. Proceedings of the Fourth ACM Conference on Digital Libraries, pp. 254-255.
  8. Yoshua Bengio, Réjean Ducharme, Pascal Vincent, and Christian Jauvin, 2003. A Neural Probabilistic Language Model. Journal of Machine Learning Research, Vol. 3, No. Feb, pp. 1137-1155.
  9. Jesse Davis and Mark Goadrich, 2006. The Relationship between Precision-Recall and ROC Curves. ICML, pp. 233-240.
  10. Tomas Mikolov, Ilya Sutskever, Kai Chen, Greg Corrado, and Jeffrey Dean, 2013. Distributed Representations of Words and Phrases and their Compositionality. Advances in Neural Information Processing Systems, Vol. 13, pp. 3111-3119.
  11. Tomas Mikolov, Kai Chen, Greg Corrado, and Jeffrey Dean, 2013. Efficient Estimation of Word Representations in Vector Space. Proceedings of Workshop at ICLR.
  12. Xin Rong, 2014. word2vec Parameter Learning Explained. arXiv:1411.2738
  13. Jeffrey Pennington, Richard Socher, and Christopher D. Manning, 2014. GloVe: Global Vectors for Word Representation. Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing, pp. 1532-1543.
  14. Shuo Xu, 2018. Bayesian Naïve Bayes Classifiers to Text Classification. Journal of Information Science, Vol. 44, No. 1, pp. 48-59. code
  15. Xin An, Mengmeng Zhang, and Shuo Xu, 2022. An Active Learning based Approach for Screening Scholarly Articles about the Origins of SARS-CoV-2. PLoS ONE, Vol. 17, No. 9, pp. e0273725. Dataset

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zh/courses/ml2025/ch02.txt · 最后更改: 2025/11/23 22:02 由 pzczxs