A review of topic modeling methods

Stability of topic modeling via matrix factorization

(2018) Mark Belford et al.   EXPERT SYSTEMS WITH APPLICATIONS

What is wrong with topic modeling? And how to fix it using search-based software engineering

(2018) Amritanshu Agrawal et al.   INFORMATION AND SOFTWARE TECHNOLOGY

Accelerating distributed Expectation–Maximization algorithms with frequent updates

(2018) Jiangtao Yin et al.   JOURNAL OF PARALLEL AND DISTRIBUTED COMPUTING

Latent Dirichlet mixture model

(2018) Jen-Tzung Chien et al.   NEUROCOMPUTING

Variational Inference: A Review for Statisticians

(2017) David M. Blei et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

An overview of topic modeling and its current applications in bioinformatics

(2016) Lin Liu et al.   SpringerPlus

A heuristic approach to determine an appropriate number of topics in topic modeling

(2015) Weizhong Zhao et al.   BMC BIOINFORMATICS

Probabilistic topic models

(2012) David M. Blei   COMMUNICATIONS OF THE ACM

Video Behaviour Mining Using a Dynamic Topic Model

(2011) Timothy Hospedales et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

The nested chinese restaurant process and bayesian nonparametric inference of topic hierarchies

(2010) David M. Blei et al.   JOURNAL OF THE ACM

A density-based method for adaptive LDA model selection

(2008) Juan Cao et al.   NEUROCOMPUTING

SVD based initialization: A head start for nonnegative matrix factorization

(2007) C. Boutsidis et al.   PATTERN RECOGNITION