Concepedia

Local Explanations

Local Explanations is a type of interpretability method in machine learning that provides insight into a model's behavior by approximating its decision process in the vicinity of a specific input instance, thereby distinguishing itself from global explanations that aim to characterize overall model behavior.

309

Publications

34.6K

Citations

1K

Authors

470

Institutions

Publications per year

2017–2026

278

Parents

Publications

309

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

“Why Should I Trust You?”: Explaining the Predictions of Any Classifier

Marco Ribeiro, Sameer Singh, Carlos Guestrin · 2016 · 5.2K citations · Full text

, , +16

Anchors: High-Precision Model-Agnostic Explanations

Marco Túlio Ribeiro, Sameer Singh, Carlos Guestrin · Proceedings of the AAAI Conference on Artificial Intelligence · 2018 · 2.1K citations · Full text

, , +15

Explaining machine learning classifiers through diverse counterfactual explanations

Ramaravind Kommiya Mothilal, Amit Sharma, Chenhao Tan · 2020 · 1.1K citations · Full text

, , +13

Extracting spatial effects from machine learning model using local interpretation method: An example of SHAP and XGBoost

Ziqi Li · Computers Environment and Urban Systems · 2022 · 1K citations · Full text

, , +17

1–5 of 309

Authors

1K

  1. FG
    Fosca Giannotti

    University of Pisa, Italy

    7 publications · 998 citations

    7

    h-index

  2. RG
    Riccardo Guidotti

    University of Pisa, Italy

    7 publications · 1K citations

    7

    h-index

  3. SS
    Sameer Singh

    University of California, Irvine, United States

    6 publications · 7.7K citations

    6

    h-index

  4. AM
    Anna Monreale

    University of Pisa, Italy

    6 publications · 935 citations

    6

    h-index

  5. DP
    Dino Pedreschi

    University of Pisa, Italy

    6 publications · 935 citations

    6

    h-index

1–5 of 1K

Institutions

470

  1. University of Washington

    Seattle, United States

    9 h-index

    28 publications

    111.5K citations

  2. University of Pisa

    Pisa, Italy

    6 h-index

    25 publications

    3.6K citations

  3. Centre National de la Recherche Scientifique

    Paris, France

    6 h-index

    20 publications

    871 citations

  4. University of California, Irvine

    Irvine, United States

    5 h-index

    6 publications

    2.6K citations

  5. University of Florida

    Gainesville, United States

    4 h-index

    8 publications

    354 citations

  6. Google (United States)

    Mountain View, United States

    4 h-index

    9 publications

    404 citations

  7. Columbia University

    New York, United States

    4 h-index

    4 publications

    247 citations

  8. University of Cambridge

    Cambridge, United Kingdom

    4 h-index

    10 publications

    409 citations

1–8 of 470

Venues

  1. arXiv (Cornell University)

    Repository · 64 publications · 2.8K citations

    28

    h-index

  2. IEEE Access

    11 publications · 861 citations

    10

    h-index

  3. SSRN Electronic Journal

    Repository · 7 publications · 242 citations

    7

    h-index

  4. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 7 publications · 2.4K citations

    7

    h-index

  5. Applied Sciences

    6 publications · 326 citations

    6

    h-index

1–5