Concepedia

Hidden Markov Models

Hidden Markov Model is a stochastic process in which a sequence of observable events depends on an underlying, unobservable Markov process with a finite number of states, distinguishing it from other probabilistic models by the assumption that the system being modeled is a Markov process with hidden states and probabilistic emissions.

7.9K

Publications

521K

Citations

15.5K

Authors

3.2K

Institutions

Publications per year

2017–2026

1.3K

Variants

Hidden Markov ModelHmmHmms

Parents

Children

Publications

7.9K

A tutorial on hidden Markov models and selected applications in speech recognition

L. R. Rabiner · Proceedings of the IEEE · 1989 · 22.8K citations

, , +11

Conditional Random Fields: Probabilistic Models for Segmenting and Labeling Sequence Data

John Lafferty, Andrew McCallum, Fernando C. N. Pereira · Scholarly Commons (University of Pennsylvania) · 2001 · 13K citations · Full text

, , +12

Deep Neural Networks for Acoustic Modeling in Speech Recognition: The Shared Views of Four Research Groups

Geoffrey E. Hinton, Li Deng, Dong Yu et al. · IEEE Signal Processing Magazine · 2012 · 10.3K citations

, , +16

Accelerated Profile HMM Searches

Sean R. Eddy · PLoS Computational Biology · 2011 · 7.5K citations · Full text

, , +17

Segmentation of brain MR images through a hidden Markov random field model and the expectation-maximization algorithm

Y. Zhang, Michael Brady, Stephen M. Smith · IEEE Transactions on Medical Imaging · 2001 · 7.3K citations · Full text

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1–5 of 7.9K

Authors

15.5K

  1. LD
    Li Deng

    Microsoft (United States), United States

    45 publications · 15.1K citations

    26

    h-index

  2. LR
    L. R. Rabiner

    AT&T (United States), United States

    27 publications · 32.8K citations

    25

    h-index

  3. HB
    Horst Bunke

    University of Bern, Switzerland

    32 publications · 4.4K citations

    24

    h-index

  4. CL
    Chin‐Hui Lee

    Georgia Institute of Technology, United States

    33 publications · 4.5K citations

    23

    h-index

  5. WP
    Wojciech Pieczynski

    Centre National de la Recherche Scientifique, France

    38 publications · 1.6K citations

    22

    h-index

1–5 of 15.5K

Institutions

3.2K

  1. AT&T (United States)

    Bedminster, United States

    61 h-index

    238 publications

    55.8K citations

  2. Centre National de la Recherche Scientifique

    Paris, France

    46 h-index

    353 publications

    19.2K citations

  3. Carnegie Mellon University

    Pittsburgh, United States

    45 h-index

    214 publications

    28.6K citations

  4. University of Cambridge

    Cambridge, United Kingdom

    43 h-index

    209 publications

    25.8K citations

  5. University of California, Berkeley

    Berkeley, United States

    42 h-index

    150 publications

    13.6K citations

  6. Massachusetts Institute of Technology

    Cambridge, United States

    40 h-index

    160 publications

    17.6K citations

  7. University of Washington

    Seattle, United States

    39 h-index

    167 publications

    15.2K citations

  8. Georgia Institute of Technology

    Atlanta, United States

    35 h-index

    183 publications

    9K citations

1–8 of 3.2K

Venues

  1. IEEE Transactions on Signal Processing

    107 publications · 7.8K citations

    48

    h-index

  2. IEEE Transactions on Pattern Analysis and Machine Intelligence

    TPAMI · 79 publications · 13.7K citations

    48

    h-index

  3. IEEE Transactions on Speech and Audio Processing

    113 publications · 10.5K citations

    46

    h-index

  4. 41

    h-index

  5. Pattern Recognition

    79 publications · 4.7K citations

    40

    h-index

1–5