Concepedia

Variable-length Hidden Markov Models

Variable-Length Hidden Markov Models is a type of probabilistic sequence model that extends the standard Hidden Markov Model by allowing state durations to follow variable-length distributions, thereby capturing temporal dependencies with non-geometric duration densities.

51

Publications

2.7K

Citations

144

Authors

69

Institutions

Publications per year

2017–2026

2

Variants

Variable-length HmmsVlhmm

Parents

Publications

51

From HMM's to segment models: a unified view of stochastic modeling for speech recognition

Mari Ostendorf, Vassilios Digalakis, Owen Kimball · IEEE Transactions on Speech and Audio Processing · 1996 · 594 citations

, , +11

Learning Variable-Length Markov Models of Behavior

Aphrodite Galata, Neil Johnson, David Hogg · Computer Vision and Image Understanding · 2001 · 264 citations

, , +12

Markovian Architectural Bias of Recurrent Neural Networks

Peter Tiňo, Michal Čerňanský, Ľubica Beňušková · IEEE Transactions on Neural Networks · 2004 · 173 citations

, , +16

Blind construction of optimal nonlinear recursive predictors for discrete sequences

Cosma Rohilla Shalizi, Kristina Lisa Shalizi · 2004 · 151 citations · Full text

, , +14

Evaluating Variable-Length Markov Chain Models for Analysis of User Web Navigation Sessions

José Borges, Mark Levene · IEEE Transactions on Knowledge and Data Engineering · 2007 · 121 citations

, , +15

1–5 of 51

Authors

144

  1. AG
    Aphrodite Galata

    University of Manchester, United Kingdom

    9 publications · 495 citations

    9

    h-index

  2. DH
    David Hogg

    University of Leeds, United Kingdom

    3 publications · 320 citations

    3

    h-index

  3. NJ
    Neil Johnson

    University of Leeds, United Kingdom

    3 publications · 320 citations

    3

    h-index

  4. SŞ
    Sertan Şentürk

    Universitat Pompeu Fabra, Spain

    2 publications · 40 citations

    2

    h-index

  5. RH
    Roger Hubbold

    University of Manchester, United Kingdom

    2 publications · 35 citations

    2

    h-index

1–5 of 144

Institutions

69

  1. University of Manchester

    Manchester, United Kingdom

    6 h-index

    20 publications

    607 citations

  2. Georgia Institute of Technology

    Atlanta, United States

    4 h-index

    13 publications

    318 citations

  3. University of Leeds

    Leeds, United Kingdom

    3 h-index

    7 publications

    896 citations

  4. Universidade de São Paulo

    São Paulo, Brazil

    2 h-index

    10 publications

    415 citations

  5. Microsoft Research Asia (China)

    Beijing, China

    2 h-index

    3 publications

    235 citations

  6. Simon Fraser University

    Burnaby, Canada

    2 h-index

    2 publications

    123 citations

  7. Rochester Institute of Technology

    Rochester, United States

    2 h-index

    5 publications

    105 citations

  8. University of California, Berkeley

    Berkeley, United States

    2 h-index

    6 publications

    339 citations

1–8 of 69

Venues

  1. Computer Vision and Image Understanding

    CVIU · 2 publications · 287 citations

    2

    h-index

  2. IEEE Transactions on Multimedia

    2 publications · 28 citations

    2

    h-index

  3. PLoS Computational Biology

    2 publications · 50 citations

    2

    h-index

  4. Bioinformatics

    2 publications · 69 citations

    2

    h-index

  5. Journal of Computational Biology

    2 publications · 122 citations

    2

    h-index

1–5