Concepedia

Maximum Mutual Information

Maximum Mutual Information is a model selection criterion that belongs to the family of information-theoretic methods, distinguished by its principle of maximizing the mutual information between input features and latent representations to achieve optimal predictive relevance.

544

Publications

30.1K

Citations

1.4K

Authors

539

Institutions

Publications per year

2017–2026

180

Variants

Mmi

Parents

Publications

544

Fast Binary Feature Selection with Conditional Mutual Information

François Fleuret · 2004 · 836 citations

, , +16

Maximum mutual information estimation of hidden Markov model parameters for speech recognition

L.R. Bahl, Peter Brown, P. de Souza et al. · 2005 · 828 citations

, , +13

Multi-modality image registration by maximization of mutual information

Frederik Maes, André Collignon, Dirk Vandermeulen et al. · 1996 · 804 citations

, , +17

S3-Rec: Self-Supervised Learning for Sequential Recommendation with Mutual Information Maximization

2020 · 712 citations · Full text

, , +13

Mutual Coupling in MIMO Wireless Systems: A Rigorous Network Theory Analysis

Jon W. Wallace, Michael A. Jensen · IEEE Transactions on Wireless Communications · 2004 · 620 citations

, , +17

1–5 of 544

Authors

1.4K

  1. DP
    Daniel Povey

    Johns Hopkins University, United States

    11 publications · 705 citations

    11

    h-index

  2. MV
    Michel Verleysen

    UCLouvain, Belgium

    10 publications · 780 citations

    10

    h-index

  3. PC
    Philip C. Woodland

    University of Cambridge, United Kingdom

    9 publications · 379 citations

    9

    h-index

  4. YN
    Yves Normandin

    Computer Research Institute of Montréal, Canada

    7 publications · 403 citations

    7

    h-index

  5. DE
    Deniz Erdoğmuş

    Northeastern University, United States

    6 publications · 254 citations

    6

    h-index

1–5 of 1.4K

Institutions

539

  1. University of Cambridge

    Cambridge, United Kingdom

    13 h-index

    32 publications

    1.4K citations

  2. Centre National de la Recherche Scientifique

    Paris, France

    12 h-index

    16 publications

    439 citations

  3. IBM Research - Thomas J. Watson Research Center

    Yorktown Heights, United States

    11 h-index

    31 publications

    6.9K citations

  4. University of Illinois Urbana-Champaign

    Urbana, United States

    11 h-index

    32 publications

    1.5K citations

  5. UCLouvain

    Louvain-la-Neuve, Belgium

    10 h-index

    25 publications

    2K citations

  6. Johns Hopkins University

    Baltimore, United States

    10 h-index

    24 publications

    988 citations

  7. Shanghai Jiao Tong University

    Shanghai, China

    8 h-index

    25 publications

    1.6K citations

  8. Stanford University

    Stanford, United States

    7 h-index

    12 publications

    280 citations

1–8 of 539

Venues

  1. Neurocomputing

    20 publications · 1.2K citations

    19

    h-index

  2. arXiv (Cornell University)

    Repository · 25 publications · 1.3K citations

    17

    h-index

  3. IEEE Transactions on Information Theory

    19 publications · 806 citations

    16

    h-index

  4. Pattern Recognition

    14 publications · 1.4K citations

    13

    h-index

  5. Expert Systems with Applications

    10 publications · 830 citations

    10

    h-index

1–5