Additive regularization of topic models

DOI10.1007/s10994-014-5476-6zbMath1383.62069OpenAlexW2112546494MaRDI QIDQ890299

Konstantin Vorontsov, Anna Potapenko

Publication date: 10 November 2015

Published in: Machine Learning (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1007/s10994-014-5476-6

zbMATH Keywords

EM-algorithmlatent Dirichlet allocationprobabilistic latent sematic analysisprobabilistic topic modelingregularization of ill-posed problems

Mathematics Subject Classification ID

Classification and discrimination; cluster analysis (statistical aspects) (62H30) Nonparametric estimation (62G05) Bayesian inference (62F15)

Related Items (5)

Issues of stability and uniqueness of stochastic matrix factorization ⋮ Semi-paired multiview clustering based on nonnegative matrix factorization ⋮ Effective implementations of topic modeling algorithms ⋮ Convergence of the algorithm of additive regularization of topic models ⋮ Acceptable set topic modeling

Uses Software

• glmnet
• Bow

Cites Work

• Unnamed Item
• A sequential topic model for mining recurrent activities from long term video logs
• Statistical topic models for multi-label document classification
• A correlated topic model of science
• 10.1162/jmlr.2003.3.4-5.993

This page was built for publication: Additive regularization of topic models