Bayesian Nonnegative Matrix Factorization

Bayesian Nonnegative Matrix Factorization is a probabilistic matrix decomposition method that incorporates Bayesian inference to estimate nonnegative latent factors and their uncertainties by placing prior distributions over the factor matrices, thereby enabling principled uncertainty quantification and automatic model selection within the framework of nonnegative matrix factorization.

Publications

685

Citations

Authors

Institutions

Publications per year

2017–2026

Variants

Bayesian Nmf

Parents

Bayesian Latent Variable Models

Publications

Bayesian Nonparametric Matrix Factorization for Recorded Music

David M. Blei, Perry R. Cook, Matthew D. Hoffman · International Conference on Machine Learning · 2010 · 131 citations

Computing, Computer Science, Data Science +17

Automatic Relevance Determination in Nonnegative Matrix Factorization

Vincent Y. F. Tan, Cédric Févotte · 2009 · 69 citations

Computing, Computer Science, Bayesian Data Analysis +13

Single channel speech enhancement using Bayesian NMF with recursive temporal updates of prior distributions

Nasser Mohammadiha, Jalil Taghia, Arne Leijon · 2012 · 41 citations · Full text

Computing, Electrical Engineering, Bayesian Data Analysis +16

Source localization for sparse array using nonnegative sparse Bayesian learning

Nan Hu, Bing Sun, Jiajun Wang et al. · Signal Processing · 2016 · 39 citations

Computing, Computer Science, Biomedical Imaging +15

Autonomous overlapping community detection in temporal networks: A dynamic Bayesian nonnegative matrix factorization approach

Wenjun Wang, Pengfei Jiao, Dongxiao He et al. · Knowledge-Based Systems · 2016 · 36 citations · Full text

Computing, Data Science, Complex Systems +12

1–5 of 22

Authors

KY
Kazuyoshi Yoshii
Kyoto University, Japan
2 publications · 30 citations
2
h-index
MS
Miriam S. Udler
Massachusetts General Hospital, United States
2 publications · 51 citations
2
h-index
JC
José C. Florez
Massachusetts General Hospital, United States
2 publications · 51 citations
2
h-index
JC
Jen‐Tzung Chien
National Yang Ming Chiao Tung University, Taiwan
2 publications · 47 citations
2
h-index
CC
Chung Chien Hsu
1 publications · 12 citations
1
h-index

1–5 of 99

Institutions

1–8 of 56

Venues

IEEE/ACM Transactions on Audio Speech and Language Processing
TASLP · 3 publications · 65 citations
3
h-index
Zenodo (CERN European Organization for Nuclear Research)
Repository · 2 publications · 23 citations
2
h-index
Molecular BioSystems
1 publications · 31 citations
1
h-index
Knowledge-Based Systems
1 publications · 36 citations
1
h-index
Diabetes
1 publications · 20 citations
1
h-index

1–5