跳至内容
硕风徐徐
用户工具
登录
站点工具
搜索
工具
修订记录
反向链接
网站地图
登录
>
网站地图
您的足迹:
•
ch04
侧边栏
统计机器学习
第一章:绪论
第二章:监督学习法
第三章:支持向量机及其他
第四章:无监督学习法
第五章:概率主题模型
第六章:序列标注方法
第七章:课程论文汇报
返回课堂教学
zh:courses:ml2025:ch04
目录
第四章:无监督学习法
课件
推荐读物
评论
第四章:无监督学习法
课件
下载:无监督学习【
PDF
,
PPT
】
推荐读物
Brendan J. Frey and Delbert Dueck, 2007.
Clustering by Passing Message between Data Points
.
Science
, Vol. 315, pp. 972-976.
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
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.
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.
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.
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.
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.
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
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
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
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
Erel Levine and Eytan Domany, 2001.
Resampling Method for Unsupervised Estimation of Cluster Validity
. Neural Computation, Vol. 13, No. 11, pp. 2573-2593.
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.
评论
全名:
E-Mail:
请输入您的评论. 可以使用维基语法:
请填入算式的结果以证明您不是机器人。
219 -13 =
请将此区域留空:
订阅评论
zh/courses/ml2025/ch04.txt
· 最后更改: 2025/12/03 22:05 由
pzczxs
页面工具
修订记录
反向链接
回到顶部
评论