Concepedia

Predictive Model Explanation

Predictive Model Explanation is a computational methodology that belongs to the class of interpretability techniques in multi-omics research, distinguished by its capacity to elucidate the mechanistic basis of predictions generated by integrative models through feature attribution, pathway enrichment, or network-based reasoning.

84

Publications

7.7K

Citations

293

Authors

157

Institutions

Publications per year

2017–2026

62

Parents

Publications

84

Explaining prediction models and individual predictions with feature contributions

Erik Štrumbelj, Igor Kononenko · Knowledge and Information Systems · 2013 · 2.2K citations

, , +15

Why significant variables aren’t automatically good predictors

Adeline Lo, Herman Chernoff, Tian Zheng et al. · Proceedings of the National Academy of Sciences · 2015 · 313 citations · Full text

, , +14

Explaining Classifications For Individual Instances

Marko Robnik‐Šikonja, Igor Kononenko · IEEE Transactions on Knowledge and Data Engineering · 2008 · 265 citations

, , +17

Explainable AI for Trees: From Local Explanations to Global Understanding

Scott Lundberg, Gabriel Erion, Hugh Chen et al. · arXiv (Cornell University) · 2019 · 263 citations · Full text

, , +17

Faithful and Customizable Explanations of Black Box Models

Himabindu Lakkaraju, Ece Kamar, Rich Caruana et al. · 2019 · 262 citations · Full text

, , +16

1–5 of 84

Authors

293

  1. PB
    Przemysław Biecek

    Warsaw University of Technology, Poland

    5 publications · 352 citations

    5

    h-index

  2. SL
    Su‐In Lee

    University of Washington, United States

    3 publications · 410 citations

    3

    h-index

  3. HL
    Himabindu Lakkaraju

    Harvard University Press, United States

    3 publications · 459 citations

    3

    h-index

  4. GE
    Ghada Elkhawaga

    Universität Ulm, Germany

    2 publications · 53 citations

    2

    h-index

  5. TV
    Tojo Valisoa Andrianandrianina Johanesa

    University of Mons, Belgium

    2 publications · 49 citations

    2

    h-index

1–5 of 293

Institutions

157

  1. Harvard University

    Cambridge, United States

    3 h-index

    3 publications

    832 citations

  2. University of Washington

    Seattle, United States

    3 h-index

    5 publications

    436 citations

  3. University of Lisbon

    Lisbon, Portugal

    3 h-index

    7 publications

    125 citations

  4. Mansoura University

    Al Mansurah, Egypt

    2 h-index

    3 publications

    76 citations

  5. Drexel University

    Philadelphia, United States

    2 h-index

    4 publications

    689 citations

  6. Universität Ulm

    Ulm, Germany

    2 h-index

    4 publications

    106 citations

  7. University of Mons

    Mons, Belgium

    2 h-index

    6 publications

    147 citations

  8. Warsaw University of Technology

    Warsaw, Poland

    2 h-index

    3 publications

    291 citations

1–8 of 157

Venues

  1. arXiv (Cornell University)

    Repository · 15 publications · 814 citations

    12

    h-index

  2. IEEE Access

    2 publications · 118 citations

    2

    h-index

  3. Scientific Reports

    2 publications · 63 citations

    2

    h-index

  4. 2

    h-index

  5. Physics Letters B

    2 publications · 34 citations

    2

    h-index

1–5