Convergence of the algorithm of additive regularization of topic models

DOI10.1134/S0081543821060110OpenAlexW4206787211MaRDI QIDQ2071612

K. V. Vorontsov, I. A. Irkhin

Publication date: 28 January 2022

Published in: Proceedings of the Steklov Institute of Mathematics (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1134/s0081543821060110

zbMATH Keywords

EM-algorithmnatural language processinglatent Dirichlet allocation (LDA)sufficient conditions for convergenceprobabilistic topic modelingadditive regularization of topic models (ARTM)probabilistic latent semantic analysis (PLSA)

Mathematics Subject Classification ID

Numerical analysis (65-XX) Computer science (68-XX)

Cites Work

• Additive regularization for topic models of text collections
• Additive regularization of topic models
• On the convergence properties of the EM algorithm
• Some inequalities for information divergence and related measures of discrimination
• 10.1162/jmlr.2003.3.4-5.993
• Unnamed Item
• Unnamed Item

This page was built for publication: Convergence of the algorithm of additive regularization of topic models