Encouraging Sparsity in Neural Topic Modeling with Non-Mean-Field Inference

Author:

Chen Jiayao,Wang Rui,He Jueying,Li Mark Junjie

Publisher

Springer Nature Switzerland

Reference42 articles.

1. Blei, D.M., Kucukelbir, A., McAuliffe, J.D.: Variational inference: a review for statisticians. J. Am. Stat. Assoc. 112(518), 859–877 (2017)

2. Blei, D.M., Ng, A.Y., Jordan, M.I.: Latent Dirichlet allocation. JMLR 3(Jan), 993–1022 (2003)

3. Burkhardt, S., Kramer, S.: Decoupling sparsity and smoothness in the Dirichlet variational autoencoder topic model. JMLR 20, 131:1–131:27 (2019)

4. Card, D., Tan, C., Smith, N.A.: Neural models for documents with metadata. In: Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics, ACL 2018, Melbourne, Australia, 15–20 July 2018, pp. 2031–2040. Association for Computational Linguistics (2018)

5. Dieng, A.B., Wang, C., Gao, J., Paisley, J.W.: TopiCRNN: a recurrent neural network with long-range semantic dependency. In: 5th International Conference on Learning Representations, ICLR 2017, Toulon, France, 24–26 April 2017, Conference Track Proceedings. OpenReview.net (2017)

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1. Topic Modeling for Short Texts via Adaptive P$$\acute{o}$$lya Urn Dirichlet Multinomial Mixture;Communications in Computer and Information Science;2023-11-27

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