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zh:courses:ml2025:ch04

第四章:无监督学习法

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推荐读物

  1. Brendan J. Frey and Delbert Dueck, 2007. Clustering by Passing Message between Data Points. Science, Vol. 315, pp. 972-976.
  2. 徐硕, 朱礼军, 乔晓东, 薛春香, 2010. 基于双序列比对的中文术语语义相似度计算的新方法. 情报学报, Vol. 29, No. 4, pp. 701-708. code
  3. 徐硕, 乔晓东, 朱礼军, 郭怀恩, 2011. 仅根据Proximity数据构建向量空间模型的方法. 情报学报, Vol. 30, No. 11, pp. 1163-1170.
  4. Shuo Xu, Xiaodong Qiao, Lijun Zhu, Yunliang Zhang, Chunxiang Xue, and Lin Li, 2016. Reviews on Determining the Number of Clusters. Applied Mathematics & Information Sciences, Vol. 10, No. 4, pp. 1493-1520.
  5. Inderjit S. Dhillon, 2001. Co-clustering Documents and Words using Bipartite Spectral Graph Partitioning. Proceedings of the 7th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 269-274.
  6. Yuval Kluger, Ronen Basri, Joseph T. Chang, & Mark Gerstein, 2003. Spectral Biclustering of Microarray Data: Coclustering Genes and Conditions. Genome Research, Vol. 13, No. 4, pp. 703-716.
  7. Sinno Jialin Pan, Xiaochuan Ni, Jian-Tao Sun, Qiang Yang, & Zheng Chen, 2010. Cross-Domain Sentiment Classification via Spectral Feature Alignment. Proceedings of the 19th International Conference on World Wide Web, pp. 751-760.
  8. Shuo Xu, Dongsheng Zhai, Feifei Wang, Xin An, Hongshen Pang, and Yirong Sun, 2019. A Novel Method for Topic Linkages between Scientific Publications and Patens. Journal of the Association for Information Science and Technology, Vol. 70, No. 9, pp. 1026-1042. Note
  9. Shuo Xu, Junwan Liu, Dongsheng Zhai, Xin An, Zheng Wang, and Hongshen Pang, 2018. Overlapping Thematic Structures Extraction with Mixed-Membership Stochastic Blockmodel. Scientometrics, Vol. 117, No. 1, pp. 61-84. Note
  10. Liang Chen, Shuo Xu, Lijun Zhu, Jing Zhang, Xiaoping Lei, and Guancan Yang, 2020. A Deep Learning based Method for Extracting Semantic Information from Patent Documents. Scientometrics, Vol. 125, No. 1, pp. 289-312. Dataset
  11. Xin An, Jinghong Li, Shuo Xu, Liang Chen, and Wei Sun, 2021. An Improved Patent Similarity Measurement based on Entities and Semantic Relations. Journal of Informetrics, Vol. 15, No. 2, pp. 101135. Note
  12. Erel Levine and Eytan Domany, 2001. Resampling Method for Unsupervised Estimation of Cluster Validity. Neural Computation, Vol. 13, No. 11, pp. 2573-2593.
  13. Tilman Lange, Volker Roth, Mikio L. Braun, and Joachim M. Buhmann, 2004. Stability-based Validation of Clustering Solutions. Neural Computation, Vol. 16, No. 6, pp. 1299-1323.

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zh/courses/ml2025/ch04.txt · 最后更改: 2025/12/03 22:05 由 pzczxs