Concepedia

Gaussian Mixture Models

Gaussian Mixture Models is a probabilistic model that represents a composite distribution as a weighted sum of multiple Gaussian components, distinguishing itself from other density estimation methods by modeling data as arising from a mixture of several underlying normal distributions with varying means and covariances.

6.8K

Publications

411.8K

Citations

17.4K

Authors

3.7K

Institutions

Publications per year

2017–2026

2.4K

Parents

Publications

6.8K

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

Kaldi Speech Recognition Toolkit

Daniel Povey · Infoscience (Ecole Polytechnique Fédérale de Lausanne) · 2024 · 4.9K citations · Full text

, , +15

Waste Not, Want Not: Why Rarefying Microbiome Data Is Inadmissible

Paul J. McMurdie, Susan Holmes · PLoS Computational Biology · 2014 · 3.1K citations · Full text

, , +14

Context-Dependent Pre-Trained Deep Neural Networks for Large-Vocabulary Speech Recognition

George E. Dahl, Dong Yu, Li Deng et al. · IEEE Transactions on Audio Speech and Language Processing · 2011 · 3.1K citations

, , +13

mclust 5: Clustering, Classification and Density Estimation Using Gaussian Finite Mixture Models

Luca Scrucca, Michael Fop, Thomas Brendan Murphy · The R Journal · 2016 · 3K citations · Full text

, , +17

1–5 of 6.8K

Authors

17.4K

  1. SC
    Sylvain Calinon

    Idiap Research Institute, Switzerland

    25 publications · 2.9K citations

    21

    h-index

  2. NB
    Nizar Bouguila

    Concordia University, Canada

    35 publications · 1.2K citations

    20

    h-index

  3. TT
    Tomoki Toda

    Nara Institute of Science and Technology, Japan

    28 publications · 2.5K citations

    19

    h-index

  4. BV
    Ba‐Ngu Vo

    Curtin University, Australia

    18 publications · 4.1K citations

    16

    h-index

  5. QM
    Q. M. Jonathan Wu

    University of Windsor, Canada

    17 publications · 984 citations

    16

    h-index

1–5 of 17.4K

Institutions

3.7K

  1. Centre National de la Recherche Scientifique

    Paris, France

    45 h-index

    336 publications

    26.6K citations

  2. Massachusetts Institute of Technology

    Cambridge, United States

    44 h-index

    152 publications

    13.8K citations

  3. Carnegie Mellon University

    Pittsburgh, United States

    39 h-index

    175 publications

    14.8K citations

  4. Nanyang Technological University

    Singapore, Singapore

    36 h-index

    167 publications

    11.9K citations

  5. Microsoft (United States)

    Redmond, United States

    36 h-index

    88 publications

    39.2K citations

  6. University of California, Berkeley

    Berkeley, United States

    35 h-index

    122 publications

    13.3K citations

  7. Tsinghua University

    Beijing, China

    35 h-index

    238 publications

    14.3K citations

  8. Chinese Academy of Sciences

    Beijing, China

    34 h-index

    237 publications

    9.4K citations

1–8 of 3.7K

Venues

  1. 51

    h-index

  2. IEEE Transactions on Signal Processing

    86 publications · 9.2K citations

    47

    h-index

  3. IEEE Transactions on Image Processing

    71 publications · 6.3K citations

    45

    h-index

  4. 42

    h-index

  5. arXiv (Cornell University)

    Repository · 158 publications · 8.8K citations

    41

    h-index

1–5