A modified model for topic detection from a corpus and a new metric evaluating the understandability of topics
Author:
Affiliation:
1. Graduate School of Information Science and Technology, Osaka University
2. Cybermedia Center, Osaka University
Publisher
The Japan Society for Industrial and Applied Mathematics
Subject
General Engineering
Link
https://www.jstage.jst.go.jp/article/jsiaml/15/0/15_121/_pdf
Reference8 articles.
1. [1] D. M. Blei, A. Y. Ng and M. I. Jordan, Latent Dirichlet allocation, J. Mach. Learn. Res., 3 (2003), 993–1022.
2. [2] D. P. Kingma and M. Welling, Auto-encoding variational Bayes, in: Proc. of the International Conference on Learning Representations, 2014.
3. [3] T. N. Doan and T. A. Hoang, Benchmarking neural topic models: an empirical study, in: Findings of the Association for Computational Linguistics: ACL-IJCNLP 2021, pp. 4363–4368, Association for Computational Linguistics, 2021.
4. [4] R. Murakami and B. Chakraborty, Investigating the efficient use of word embedding with neural-topic models for interpretable topics from short texts, Sensors, 22 (2022), 852.
5. [5] J. H. Lau, D. Newman and T. Baldwin, Machine reading tea leaves: automatically evaluating topic coherence and topic model quality, in: Proc. of the 14th Conference of the European Chapter of the Association for Computational Linguistics, pp. 530–539, Association for Computational Linguistics, Gothenburg, Sweden, 2014.
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