Concepedia

Bayesian Hidden Markov Models

Bayesian Hidden Markov Models is a probabilistic framework within Bayesian latent variable models that extends the standard Hidden Markov Model by treating model parameters as random variables subject to prior distributions, thereby enabling full posterior inference over both latent states and parameters through Bayesian updating.

125

Publications

4.9K

Citations

344

Authors

202

Institutions

Publications per year

2017–2026

30

Variants

Bayesian Hmms

Parents

Publications

125

Hidden Markov Model Induction by Bayesian Model Merging

Andreas Stolcke, Stephen M. Omohundro · 1992 · 242 citations

, , +16

Bayesian Inference in Hidden Markov Models Through the Reversible Jump Markov Chain Monte Carlo Method

Christian P. Robert, Tobias Rydèn, D. M. Titterington · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2000 · 205 citations · Full text

, , +15

Bayesian estimation of hidden Markov chains: a stochastic implementation

Christian P. Robert, Gilles Celeux, Jean Diebolt · Statistics & Probability Letters · 1993 · 167 citations

, , +15

Hidden Markov measure field models for image segmentation

José L. Marroquín, E. Arce Santana, Salvador Botello · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2003 · 160 citations

, , +16

Global and Local Covert Visual Attention: Evidence From A Bayesian Hidden Markov Model

John Liechty, Rik Pieters, Michel Wedel · Psychometrika · 2003 · 132 citations · Full text

, , +14

1–5 of 125

Authors

344

  1. LB
    Lukáš Burget

    Brno University of Technology, Czechia

    5 publications · 103 citations

    5

    h-index

  2. MD
    Mireia Díez

    University of the Basque Country, Spain

    4 publications · 88 citations

    4

    h-index

  3. FL
    Federico Landini

    Brno University of Technology, Czechia

    4 publications · 88 citations

    4

    h-index

  4. JC
    Jen‐Tzung Chien

    National Yang Ming Chiao Tung University, Taiwan

    3 publications · 73 citations

    3

    h-index

  5. XS
    Xinyuan Song

    Chinese University of Hong Kong, Hong Kong SAR China

    3 publications · 59 citations

    3

    h-index

1–5 of 344

Institutions

202

  1. Chinese University of Hong Kong

    Hong Kong, Hong Kong

    5 h-index

    6 publications

    175 citations

  2. Brno University of Technology

    Brno, Czechia

    4 h-index

    16 publications

    339 citations

  3. Columbia University

    New York, United States

    4 h-index

    5 publications

    308 citations

  4. University of Cambridge

    Cambridge, United Kingdom

    3 h-index

    7 publications

    262 citations

  5. Rice University

    Houston, United States

    3 h-index

    8 publications

    279 citations

  6. University of California, Irvine

    Irvine, United States

    3 h-index

    5 publications

    197 citations

  7. National Cheng Kung University

    Tainan City, Taiwan

    3 h-index

    4 publications

    102 citations

  8. Institut national de recherche en sciences et technologies du numérique

    Le Chesnay-Rocquencourt, France

    3 h-index

    4 publications

    199 citations

1–8 of 202

Venues

  1. arXiv (Cornell University)

    Repository · 8 publications · 326 citations

    8

    h-index

  2. 5

    h-index

  3. Computational Statistics & Data Analysis

    CSDA · 3 publications · 51 citations

    3

    h-index

  4. Statistical Methods in Medical Research

    3 publications · 74 citations

    3

    h-index

  5. Statistics in Medicine

    2 publications · 66 citations

    2

    h-index

1–5