Concepedia

Mutual Information Estimation

Mutual Information Estimation is a statistical methodology that quantifies the degree of dependence between random variables by estimating the amount of information shared between them, distinguished from related inference techniques through its foundation in information-theoretic principles and entropy measures.

970

Publications

79.4K

Citations

2.4K

Authors

933

Institutions

Publications per year

2017–2026

291

Parents

Publications

970

Fast and robust fixed-point algorithms for independent component analysis

Aapo Hyvärinen · IEEE Transactions on Neural Networks · 1999 · 6.3K citations

, , +14

Estimating mutual information

Alexander Kraskov, Harald Stögbauer, Peter Grassberger · Physical Review E · 2004 · 4.1K citations · Full text

, , +16

Using mutual information for selecting features in supervised neural net learning

Roberto Battiti · IEEE Transactions on Neural Networks · 1994 · 2.6K citations

, , +16

Information Theory and Statistics.

Meyer Dwass, S. Kullback · American Mathematical Monthly · 1960 · 1.5K citations

, , +12

Estimation of Entropy and Mutual Information

Liam Paninski · Neural Computation · 2003 · 1.5K citations

, , +16

1–5 of 970

Authors

2.4K

  1. SV
    Sergio Verdú

    Princeton University, United States

    15 publications · 1.3K citations

    14

    h-index

  2. JC
    José C. Prı́ncipe

    University of Florida, United States

    12 publications · 577 citations

    11

    h-index

  3. MS
    Masashi Sugiyama

    Tokyo Institute of Technology, Japan

    10 publications · 302 citations

    10

    h-index

  4. MV
    Michel Verleysen

    UCLouvain, Belgium

    9 publications · 619 citations

    9

    h-index

  5. DE
    Deniz Erdoğmuş

    Northeastern University, United States

    8 publications · 463 citations

    8

    h-index

1–5 of 2.4K

Institutions

933

  1. Centre National de la Recherche Scientifique

    Paris, France

    17 h-index

    51 publications

    4.2K citations

  2. Massachusetts Institute of Technology

    Cambridge, United States

    16 h-index

    32 publications

    1.6K citations

  3. Princeton University

    Princeton, United States

    16 h-index

    28 publications

    2.4K citations

  4. University of Illinois Urbana-Champaign

    Urbana, United States

    15 h-index

    27 publications

    2.1K citations

  5. University of Florida

    Gainesville, United States

    13 h-index

    26 publications

    1.3K citations

  6. Tsinghua University

    Beijing, China

    11 h-index

    33 publications

    6.1K citations

  7. Carnegie Mellon University

    Pittsburgh, United States

    11 h-index

    26 publications

    2.3K citations

  8. Stanford University

    Stanford, United States

    11 h-index

    26 publications

    1K citations

1–8 of 933

Venues

  1. arXiv (Cornell University)

    Repository · 69 publications · 5.4K citations

    34

    h-index

  2. IEEE Transactions on Information Theory

    39 publications · 3K citations

    26

    h-index

  3. Entropy

    36 publications · 1.5K citations

    21

    h-index

  4. Neurocomputing

    14 publications · 736 citations

    14

    h-index

  5. Neural Computation

    14 publications · 2.7K citations

    13

    h-index

1–5