Concepedia

Global Explanations

Global Explanations is a type of model-agnostic interpretability method that characterizes the overall behavior of a machine learning model across its entire input domain, distinguishing itself from local explanations by providing comprehensive insights into global decision patterns rather than instance-specific predictions.

112

Publications

16.2K

Citations

416

Authors

178

Institutions

Publications per year

2017–2026

98

Variants

Global Interpretability

Parents

Publications

112

From local explanations to global understanding with explainable AI for trees

Scott Lundberg, Gabriel Erion, Hugh Chen et al. · Nature Machine Intelligence · 2020 · 8.9K citations · Full text

, , +16

Global Shift: Transforming the World Economy

Michael R. Smith, Peter Dicken · The Canadian Journal of Sociology · 2000 · 1.2K citations · Full text

, , +17

Explainability for Large Language Models: A Survey

Haiyan Zhao, Hanjie Chen, Fan Yang et al. · ACM Transactions on Intelligent Systems and Technology · 2024 · 544 citations · Full text

, , +16

An Explainable Machine Learning Framework for Intrusion Detection Systems

Maonan Wang, Kangfeng Zheng, Yanqing Yang et al. · IEEE Access · 2020 · 321 citations · Full text

, , +15

Explaining the black-box model: A survey of local interpretation methods for deep neural networks

Yu Liang, Siguang Li, Chungang Yan et al. · Neurocomputing · 2020 · 257 citations

, , +15

1–5 of 112

Authors

416

  1. HL
    Himabindu Lakkaraju

    Harvard University Press, United States

    4 publications · 184 citations

    4

    h-index

  2. FG
    Fosca Giannotti

    University of Pisa, Italy

    3 publications · 376 citations

    3

    h-index

  3. DP
    Dino Pedreschi

    University of Pisa, Italy

    3 publications · 376 citations

    3

    h-index

  4. AM
    Anna Monreale

    University of Pisa, Italy

    3 publications · 376 citations

    3

    h-index

  5. RC
    Rich Caruana

    Cornell University, United States

    3 publications · 231 citations

    3

    h-index

1–5 of 416

Institutions

178

  1. University of Pisa

    Pisa, Italy

    4 h-index

    16 publications

    2.1K citations

  2. University of Cambridge

    Cambridge, United Kingdom

    4 h-index

    10 publications

    409 citations

  3. University of Washington

    Seattle, United States

    3 h-index

    14 publications

    89.5K citations

  4. Carnegie Mellon University

    Pittsburgh, United States

    3 h-index

    8 publications

    212 citations

  5. Harvard University Press

    Cambridge, United States

    2 h-index

    2 publications

    36 citations

  6. The University of Melbourne

    Melbourne, Australia

    2 h-index

    6 publications

    303 citations

  7. Northwestern University

    Evanston, United States

    2 h-index

    2 publications

    36 citations

  8. NetEase (China)

    Beijing, China

    2 h-index

    16 publications

    548 citations

1–8 of 178

Venues

  1. arXiv (Cornell University)

    Repository · 26 publications · 933 citations

    16

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 5 publications · 330 citations

    5

    h-index

  3. SSRN Electronic Journal

    Repository · 4 publications · 137 citations

    4

    h-index

  4. Artificial Intelligence

    3 publications · 263 citations

    3

    h-index

  5. IEEE Access

    3 publications · 476 citations

    3

    h-index

1–5