Concepedia

Explainable Data Mining

Explainable Data Mining is a data mining approach that belongs to the class of knowledge discovery methods, distinguished by its explicit emphasis on generating human-interpretable models and results to ensure transparency, accountability, and trust in the discovered patterns.

56

Publications

4K

Citations

196

Authors

91

Institutions

Publications per year

2017–2026

29

Parents

Publications

56

Explanation of machine learning models using shapley additive explanation and application for real data in hospital

Yasunobu Nohara, Koutarou Matsumoto, Hidehisa Soejima et al. · Computer Methods and Programs in Biomedicine · 2021 · 925 citations · Full text

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Knowledge management and data mining for marketing

Michael Shaw, Chandrasekar Subramaniam, Gek Woo Tan et al. · Decision Support Systems · 2001 · 569 citations

, , +14

Understandable Big Data: A survey

Cheikh Kacfah Emani, Nadine Cullot, Christophe Nicolle · Computer Science Review · 2015 · 298 citations

, , +12

Making machine learning models interpretable

Alfredo Vellido, José D. Martín‐Guerrero, Paulo Lisböa · 2012 · 231 citations

, , +16

Explainability of artificial intelligence methods, applications and challenges: A comprehensive survey

Weiping Ding, Mohamed Abdel‐Basset, Hossam Hawash et al. · Information Sciences · 2022 · 169 citations

, , +14

1–5 of 56

Authors

196

  1. AI
    Alexey Ignatiev

    Monash University, Australia

    2 publications · 50 citations

    2

    h-index

  2. WL
    William Lochet

    University of Bergen, Norway

    2 publications · 39 citations

    2

    h-index

  3. JM
    João Marques‐Silva

    Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento, Portugal

    2 publications · 50 citations

    2

    h-index

  4. NP
    Nidhi Purohit

    University of Bergen, Norway

    2 publications · 39 citations

    2

    h-index

  5. KS
    Kirill Simonov

    University of Bergen, Norway

    2 publications · 39 citations

    2

    h-index

1–5 of 196

Institutions

91

  1. University of Illinois Urbana-Champaign

    Urbana, United States

    3 h-index

    7 publications

    2.3K citations

  2. Centre National de la Recherche Scientifique

    Paris, France

    3 h-index

    6 publications

    942 citations

  3. University of Bergen

    Bergen, Norway

    2 h-index

    8 publications

    147 citations

  4. Monash University

    Melbourne, Australia

    2 h-index

    2 publications

    50 citations

  5. Nantong University

    Nantong, China

    2 h-index

    2 publications

    194 citations

  6. The University of Melbourne

    Melbourne, Australia

    2 h-index

    5 publications

    73 citations

  7. University of Waterloo

    Waterloo, Canada

    1 h-index

    1 publications

    33 citations

  8. Central South University

    Changsha, China

    1 h-index

    7 publications

    147 citations

1–8 of 91

Venues

  1. 2

    h-index

  2. Data Mining and Knowledge Discovery

    2 publications · 190 citations

    2

    h-index

  3. arXiv (Cornell University)

    Repository · 2 publications · 34 citations

    2

    h-index

  4. Applied Sciences

    1 publications · 17 citations

    1

    h-index

  5. Journal of Software Engineering and Applications

    JSEA · 1 publications · 11 citations

    1

    h-index

1–5