参考文献

模型相关论文

LDA

Latent Dirichlet Allocation

Sentence LDA

Aspect and Sentiment Unification Model for Online Review analysis

Topical Word Embeddings (TWE)

Topical Word Embeddings

Reference

[1] Bhatia, Shraey, Jey Han Lau, and Timothy Baldwin. "Automatic Labelling of Topics with Neural Embeddings." arXiv preprint arXiv:1612.05340 (2016).

[2] Chaney, Allison June-Barlow, and David M. Blei. "Visualizing Topic Models." ICWSM. 2012.

[3] Chen, Tianqi, et al. "Svdfeature: a toolkit for feature-based collaborative filtering." Journal of Machine Learning Research 13.Dec (2012): 3619-3622.

[4] Fuglede, Bent, and Flemming Topsoe. "Jensen-Shannon divergence and Hilbert space embedding." Information Theory, 2004. ISIT 2004. Proceedings. International Symposium on. IEEE, 2004.

[5] Huang, Po-Sen, et al. "Learning deep structured semantic models for web search using clickthrough data." Proceedings of the 22nd ACM international conference on Conference on information & knowledge management. ACM, 2013.

[6] Lau, Jey Han, et al. "Automatic labelling of topic models." Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies-Volume 1. Association for Computational Linguistics, 2011.

[7] Mei, Qiaozhu, Xuehua Shen, and ChengXiang Zhai. "Automatic labeling of multinomial topic models." Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining. ACM, 2007.

[8] Mikhail S Nikulin. Hellinger distance. Encyclopedia of Mathematics, 2001.

[9] Shen, Yelong, et al. "Learning semantic representations using convolutional neural networks for web search." Proceedings of the 23rd International Conference on World Wide Web. ACM, 2014.