Concepedia

Interpretable Modeling

Interpretable Modeling is a type of mathematical modeling that, as a genus, produces models whose structures and parameters are transparent and comprehensible to human analysts, and, as a differentia, explicitly prioritizes interpretability to enable understanding, validation, and trust in the model's reasoning and predictions.

1.5K

Publications

157.9K

Citations

6.1K

Authors

1.8K

Institutions

Publications per year

2017–2026

1.3K

Variants

Explainable Modeling

Parents

Publications

1.5K

Regression Shrinkage and Selection Via the Lasso

Robert Tibshirani · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1996 · 51.8K citations

, , +17

Stop explaining black box machine learning models for high stakes decisions and use interpretable models instead

Cynthia Rudin · Nature Machine Intelligence · 2019 · 9K citations · Full text

, , +11

THE LASSO METHOD FOR VARIABLE SELECTION IN THE COX MODEL

Robert Tibshirani · Statistics in Medicine · 1997 · 4.3K citations

, , +14

Crystal Graph Convolutional Neural Networks for an Accurate and Interpretable Prediction of Material Properties

Tian Xie, Jeffrey C. Grossman · Physical Review Letters · 2018 · 2.6K citations · Full text

, , +17

Definitions, methods, and applications in interpretable machine learning

William J. Murdoch, Chandan Singh, Karl Kumbier et al. · Proceedings of the National Academy of Sciences · 2019 · 2.1K citations · Full text

, , +13

1–5 of 1.5K

Authors

6.1K

  1. CR
    Cynthia Rudin

    Duke University, United States

    16 publications · 9.7K citations

    14

    h-index

  2. RC
    Rich Caruana

    Cornell University, United States

    8 publications · 783 citations

    8

    h-index

  3. TW
    Tong Wang

    University of Iowa, United States

    7 publications · 212 citations

    7

    h-index

  4. CC
    Chaofan Chen

    Duke University, United States

    6 publications · 370 citations

    6

    h-index

  5. NM
    N. M. Anoop Krishnan

    Indian Institute of Technology Delhi, India

    5 publications · 375 citations

    5

    h-index

1–5 of 6.1K

Institutions

1.8K

  1. Shanghai Jiao Tong University

    Shanghai, China

    21 h-index

    110 publications

    5.9K citations

  2. Tsinghua University

    Beijing, China

    21 h-index

    47 publications

    3.1K citations

  3. University of California, Berkeley

    Berkeley, United States

    19 h-index

    45 publications

    19K citations

  4. Chinese Academy of Sciences

    Beijing, China

    19 h-index

    76 publications

    4.2K citations

  5. Massachusetts Institute of Technology

    Cambridge, United States

    19 h-index

    72 publications

    9.4K citations

  6. Harvard University

    Cambridge, United States

    18 h-index

    56 publications

    2.5K citations

  7. Zhejiang University

    Hangzhou, China

    17 h-index

    68 publications

    3.4K citations

  8. Stanford University

    Stanford, United States

    17 h-index

    70 publications

    5.5K citations

1–8 of 1.8K

Venues

  1. arXiv (Cornell University)

    Repository · 114 publications · 6K citations

    33

    h-index

  2. Scientific Reports

    21 publications · 718 citations

    18

    h-index

  3. Nature Communications

    16 publications · 1.2K citations

    15

    h-index

  4. bioRxiv (Cold Spring Harbor Laboratory)

    Repository · 21 publications · 480 citations

    14

    h-index

  5. IEEE Access

    15 publications · 657 citations

    14

    h-index

1–5