[1] |
李文波, 孙乐, 黄瑞红. 基于Labeled-LDA模型的文本分类新算法[J]. 计算机学报, 2008, 31(4): 620-627. |
[2] |
张启蕊, 张凌, 董守斌, 谭景华. 训练集类别分布对文本分类的影响[J]. 清华大学学报(自然科学版), 2005, 45(S1): 76-79. |
[3] |
Blei, D., Ng, A. and Jordan, M. (2003) Latent Dirichlet Allocation. Journal of Machine Learning Research, 3, 993- 1022. |
[4] |
Cohn, D. and Hofmann, T. (2011) The Missing Link—A Probabilistic Model of Document Content and Hypertext Connectivity. Neural Information Processing Systems. |
[5] |
Newman, M. (2012) The Structure and Function of Networks. Computer Physics Communications, 147, 40-45. |
[6] |
Taskar, B., Wong, M., Abbeel, P. and Koller, D. (2014) Link Prediction in Relational Data. Neural Information Processing Systems. |
[7] |
McCallum, A., Nigam, K., Rennie, J. and Seymore, K. (2009) Automating the Construction of Internet Portals with Machine Learning. Information Retrieval, 3, 127-163. https://doi.org/10.1023/A:1009953814988 |
[8] |
McCallum, A., Corrada-Emmanuel, A. and Wang, X. (2010) Topic and Role Discovery in Social Networks. IJCAI. |
[9] |
Nallapati, R., Ahmed, A., Xing, E.P. and Cohen, W.W. (2008) Joint Latent Topic Models for Text and Citations. Proceedings of the 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Las Vegas, 24-27 August 2008, 542-550. https://doi.org/10.1145/1401890.1401957 |
[10] |
Nallapati, R. and Cohen, W. (2013) Link-pLSA-LDA: A New Unsupervised Model for Topics and Influence of Blogs. 2nd International Conference on Weblogs and Social Media (ICWSM), Seattle, 2008. |
[11] |
Mei, Q., Cai, D., Zhang, D. and Zhai, C. (2008) Topic Modeling with Network Regularization. Proceedings of the 17th international conference on World Wide Web, Beijing, 21-25 April 2008, 101-110. https://doi.org/10.1145/1367497.1367512 |
[12] |
Airoldi, E., Blei, D., Fienberg, S. and Xing, E. (2008) Mixed Membership Stochastic Blockmodels. Journal of Machine Learning Research, 9, 1981-2014. |
[13] |
Blei, D. and Jordan, M. (2013) Modeling Annotated Data. Proceedings of the 26th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, Toronto, 28 July-1 August 2003, 127-134. |
[14] |
Blei, D.M. and McAuliffe, J.D. (2007) Supervised Topic Models. Neural Information Processing Systems. |
[15] |
Braun, M. and McAuliffe, J. (2010) Variational Inference for Large-Scale Models of Discrete Choice. Journal of the American Statistical Association, 105, 324-334. arXiv:0712.2526. https://doi.org/10.1198/jasa.2009.tm08030 |
[16] |
Sinkkonen, J., Aukia, J. and Kaski, S. (2008) Component Models for Large Networks. arXiv:0803.1628 |
[17] |
Gruber, A., Rosen-Zvi, M. and Weiss, Y. (2008) Latent Topic Models for Hypertext. Proceedings of the 24th Conference on Uncertainty in Artificial Intelligence. |
[18] |
Hoff, P., Raftery, A. and Handcock, M. (2012) Latent Space Approaches to Social Network Analysis. Journal of the American Statistical Association, 97, 1090-1098. https://doi.org/10.1198/016214502388618906 |
[19] |
Getoor, L., Friedman, N., Koller, D. and Taskar, B. (2011) Learning Probabilistic Models of Relational Structure. Proceedings of the 18th International Conference on Machine Learning, 28 June-1 July 2001, 170-177. |
[20] |
Wang, X., Mohanty, N. and McCallum, A. (2005) Group and Topic Discovery from Relations and Text. Proceedings of the 3rd International Workshop on Link Discovery, Chicago, 21-25 August 2005, 28-35. https://doi.org/10.1145/1134271.1134276 |
[21] |
Hofman, J. and Wiggins, C. (2008) Bayesian Approach to Network Modularity. Physical Review Letters, 100, Article ID: 258701. arXiv:0709.3512. https://doi.org/10.1103/physrevlett.100.258701 |
[22] |
Dietz, L., Bickel, S. and Scheffer, T. (2007) Unsupervised Prediction of Citation Influences. Proceedings of the 24th International Conference on Machine Learning, Corvalis, Oregon, 20-24 June 2007, 233-240. https://doi.org/10.1145/1273496.1273526 |
[23] |
Kemp, C., Griffiths, T. and Tenenbaum, J. (2014) Discovering Latent Classes in Relational Data. MIT AI Memo 2004- 019. |