Concepedia

Rule-based Explanations

Rule-Based Explanations is a type of explainability method in machine learning that provides human-interpretable IF-THEN rules to characterize the decision logic of a model, distinguished by its symbolic and deterministic representation of feature-to-outcome relationships.

123

Publications

9.1K

Citations

322

Authors

176

Institutions

Publications per year

2017–2026

78

Parents

Publications

123

The epistemology of a rule-based expert system —a framework for explanation

William J. Clancey · Artificial Intelligence · 1983 · 708 citations

, , +11

Rules and exemplars in category learning.

Michael A. Erickson, John K. Kruschke · Journal of Experimental Psychology General · 1998 · 560 citations

, , +17

<i>Why and why not</i> explanations improve the intelligibility of context-aware intelligent systems

Brian Y. Lim, Anind K. Dey, Daniel Avrahami · 2009 · 540 citations

, , +13

Using Neural Network Rule Extraction and Decision Tables for Credit-Risk Evaluation

Bart Baesens, Rudy Setiono, Christophe Mues et al. · Management Science · 2003 · 536 citations

, , +17

The truth will come to light: directions and challenges in extracting the knowledge embedded within trained artificial neural networks

Alan Tickle, Robert Andrews, Mostefa Golea et al. · IEEE Transactions on Neural Networks · 1998 · 442 citations

, , +15

1–5 of 123

Authors

322

  1. FG
    Fosca Giannotti

    University of Pisa, Italy

    6 publications · 861 citations

    6

    h-index

  2. AM
    Anna Monreale

    University of Pisa, Italy

    5 publications · 798 citations

    5

    h-index

  3. SR
    Salvatore Ruggieri

    University of Pisa, Italy

    5 publications · 798 citations

    5

    h-index

  4. DP
    Dino Pedreschi

    University of Pisa, Italy

    5 publications · 798 citations

    5

    h-index

  5. FT
    Franco Turini

    University of Pisa, Italy

    5 publications · 798 citations

    5

    h-index

1–5 of 322

Institutions

176

  1. KU Leuven

    Leuven, Belgium

    4 h-index

    11 publications

    2K citations

  2. Carnegie Mellon University

    Pittsburgh, United States

    3 h-index

    4 publications

    1.7K citations

  3. Universidade de Santiago de Compostela

    Santiago de Compostela, Spain

    3 h-index

    11 publications

    221 citations

  4. Center for Research in Molecular Medicine and Chronic Diseases

    Santiago de Compostela, Spain

    3 h-index

    9 publications

    174 citations

  5. University of Pisa

    Pisa, Italy

    3 h-index

    15 publications

    2.7K citations

  6. University of Washington Medical Center

    Seattle, United States

    2 h-index

    3 publications

    74 citations

  7. Scuola Normale Superiore

    Pisa, Italy

    2 h-index

    4 publications

    190 citations

  8. University of Illinois Urbana-Champaign

    Urbana, United States

    2 h-index

    4 publications

    112 citations

1–8 of 176

Venues

  1. arXiv (Cornell University)

    Repository · 10 publications · 448 citations

    9

    h-index

  2. IEEE Access

    5 publications · 120 citations

    5

    h-index

  3. IEEE Transactions on Fuzzy Systems

    TFS · 5 publications · 176 citations

    4

    h-index

  4. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 4 publications · 238 citations

    3

    h-index

  5. Journal of Experimental Psychology General

    3 publications · 690 citations

    3

    h-index

1–5