Concepedia

Rule Extraction

Rule Extraction is a machine learning interpretability method that derives symbolic rules from complex, opaque predictive models to approximate and explain their decision logic in human-understandable terms.

1.2K

Publications

73K

Citations

2.8K

Authors

1.1K

Institutions

Publications per year

2017–2026

242

Parents

Publications

1.2K

Generating fuzzy rules by learning from examples

L.-X. Wang, Jerry M. Mendel · IEEE Transactions on Systems Man and Cybernetics · 1992 · 2.9K citations

, , +17

Embedding Entities and Relations for Learning and Inference in Knowledge Bases

arXiv (Cornell University) · 2014 · 2.1K citations · Full text

, , +16

Second order derivatives for network pruning: Optimal Brain Surgeon

Babak Hassibi, David G. Stork · CaltechAUTHORS (California Institute of Technology) · 1992 · 1.5K citations · Full text

, , +11

Generating Accurate Rule Sets Without Global Optimization

Eibe Frank, Ian H. Witten · Research Commons (The University of Waikato) · 1998 · 1.3K citations · Full text

, , +12

Survey and critique of techniques for extracting rules from trained artificial neural networks

Robert Andrews, Joachim Diederich, Alan Tickle · Knowledge-Based Systems · 1995 · 1.2K citations

, , +11

1–5 of 1.2K

Authors

2.8K

  1. YH
    Yoichi Hayashi

    Meiji University, Japan

    27 publications · 1.6K citations

    19

    h-index

  2. RS
    Rudy Setiono

    National University of Singapore, Singapore

    18 publications · 1.9K citations

    16

    h-index

  3. GB
    Guido Bologna

    University of Geneva, Switzerland

    13 publications · 404 citations

    13

    h-index

  4. CP
    Chee Peng Lim

    Deakin University, Australia

    11 publications · 716 citations

    11

    h-index

  5. HI
    Hisao Ishibuchi

    Osaka Prefecture University, Japan

    11 publications · 489 citations

    10

    h-index

1–5 of 2.8K

Institutions

1.1K

  1. National University of Singapore

    Singapore, Singapore

    25 h-index

    58 publications

    4.8K citations

  2. Universidad de Granada

    Granada, Spain

    17 h-index

    41 publications

    3.3K citations

  3. Meiji University

    Tokyo, Japan

    16 h-index

    36 publications

    1.9K citations

  4. Nanyang Technological University

    Singapore, Singapore

    14 h-index

    31 publications

    2.3K citations

  5. KU Leuven

    Leuven, Belgium

    13 h-index

    33 publications

    4.7K citations

  6. Indian Statistical Institute

    Kolkata, India

    12 h-index

    19 publications

    1.7K citations

  7. University of Skövde

    Skövde, Sweden

    10 h-index

    12 publications

    437 citations

  8. Osaka Prefecture University

    Sakai, Japan

    10 h-index

    24 publications

    1K citations

1–8 of 1.1K

Venues

  1. IEEE Transactions on Fuzzy Systems

    TFS · 34 publications · 3.9K citations

    28

    h-index

  2. Expert Systems with Applications

    33 publications · 1.5K citations

    25

    h-index

  3. IEEE Transactions on Neural Networks

    20 publications · 3K citations

    20

    h-index

  4. Knowledge-Based Systems

    18 publications · 1.8K citations

    16

    h-index

  5. 16

    h-index

1–5