Concepedia

Mutual Information-based Selection

Mutual Information-Based Selection is a feature selection method that identifies relevant features by measuring the mutual information between each feature and the target variable, thereby distinguishing itself from other filter methods through its reliance on information-theoretic dependence as the criterion for selection.

136

Publications

13.9K

Citations

376

Authors

170

Institutions

Publications per year

2017–2026

40

Variants

Mutual Information Feature Selection

Parents

Publications

136

Using mutual information for selecting features in supervised neural net learning

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

, , +16

Conditional likelihood maximisation: a unifying framework for information theoretic feature selection

Gavin Brown, Adam Pocock, Mingjie Zhao et al. · Research Explorer (The University of Manchester) · 2012 · 1.1K citations · Full text

, , +13

Input feature selection for classification problems

Nojun Kwak, Chong-Ho Choi · IEEE Transactions on Neural Networks · 2002 · 935 citations

, , +11

Mutual information-based feature selection for intrusion detection systems

Fatemeh Amiri, Mohammadmahdi R. Yousefi, Caro Lucas et al. · Journal of Network and Computer Applications · 2011 · 472 citations

, , +14

MIFS-ND: A mutual information-based feature selection method

Nazrul Hoque, Dhruba K. Bhattacharyya, Jugal Kalita · Expert Systems with Applications · 2014 · 437 citations

, , +10

1–5 of 136

Authors

376

  1. MV
    Michel Verleysen

    UCLouvain, Belgium

    8 publications · 656 citations

    8

    h-index

  2. JH
    Jinjie Huang

    Harbin University of Science and Technology, China

    3 publications · 405 citations

    3

    h-index

  3. WQ
    Wenbin Qian

    Jiangxi Agricultural University, China

    3 publications · 163 citations

    3

    h-index

  4. TW
    Tommy W. S. Chow

    City University of Hong Kong, Hong Kong SAR China

    3 publications · 152 citations

    3

    h-index

  5. YC
    Yunze Cai

    Shanghai Jiao Tong University, China

    3 publications · 405 citations

    3

    h-index

1–5 of 376

Institutions

170

  1. UCLouvain

    Louvain-la-Neuve, Belgium

    7 h-index

    17 publications

    1.6K citations

  2. Shanghai Jiao Tong University

    Shanghai, China

    6 h-index

    15 publications

    1.5K citations

  3. Harbin Institute of Technology

    Harbin, China

    4 h-index

    9 publications

    382 citations

  4. Centre National de la Recherche Scientifique

    Paris, France

    3 h-index

    5 publications

    434 citations

  5. Queensland University of Technology

    Brisbane, Australia

    3 h-index

    6 publications

    280 citations

  6. National University of Singapore

    Singapore, Singapore

    3 h-index

    7 publications

    447 citations

  7. Jiangxi Agricultural University

    Nanchang, China

    3 h-index

    5 publications

    297 citations

  8. City University of Hong Kong

    Hong Kong, Hong Kong

    3 h-index

    8 publications

    355 citations

1–8 of 170

Venues

  1. Neurocomputing

    13 publications · 893 citations

    13

    h-index

  2. Pattern Recognition

    9 publications · 1.1K citations

    9

    h-index

  3. Expert Systems with Applications

    7 publications · 933 citations

    7

    h-index

  4. Applied Intelligence

    4 publications · 380 citations

    4

    h-index

  5. 4

    h-index

1–5