Concepedia

Feature Interaction Attribution

Feature Interaction Attribution is an academic method that identifies and quantifies the contribution of interactions among input features to the output of a predictive model, distinguishing it from feature attribution methods that assess individual feature importance in isolation.

6

Publications

252

Citations

15

Authors

9

Institutions

Publications per year

2017–2026

6

Parents

Publications

6

Discovering epistatic feature interactions from neural network models of regulatory DNA sequences

Peyton Greenside, Tyler C. Shimko, Polly M. Fordyce et al. · Bioinformatics · 2018 · 92 citations · Full text

, , +17

Explaining Explanations: Axiomatic Feature Interactions for Deep Networks

Joseph D. Janizek, Pascal Sturmfels, Su‐In Lee · arXiv (Cornell University) · 2020 · 43 citations · Full text

, , +16

A self-attention model for inferring cooperativity between regulatory features

Fahad Ullah, Asa Ben‐Hur · Nucleic Acids Research · 2021 · 42 citations · Full text

, , +12

How does this interaction affect me? Interpretable attribution for feature interactions

Michael Tsang, Sirisha Rambhatla, Yan Liu · arXiv (Cornell University) · 2020 · 34 citations · Full text

, , +17

Integrated Directional Gradients: Feature Interaction Attribution for Neural NLP Models

Sandipan Sikdar, Parantapa Bhattacharya, Kieran Heese · 2021 · 30 citations · Full text

, , +12

1–5 of 6

Authors

15

  1. PG
    Peyton Greenside

    Stanford University, United States

    2 publications · 103 citations

    2

    h-index

  2. AK
    Anshul Kundaje

    Stanford University, United States

    2 publications · 103 citations

    2

    h-index

  3. TC
    Tyler C. Shimko

    Stanford University, United States

    2 publications · 103 citations

    2

    h-index

  4. PM
    Polly M. Fordyce

    Stanford University, United States

    2 publications · 103 citations

    2

    h-index

  5. AB
    Asa Ben‐Hur

    Colorado State University, United States

    1 publications · 42 citations

    1

    h-index

1–5 of 15

Institutions

9

  1. Stanford University

    Stanford, United States

    2 h-index

    8 publications

    412 citations

  2. Chan Zuckerberg Initiative (United States)

    Redwood City, United States

    2 h-index

    2 publications

    103 citations

  3. University of Virginia

    Charlottesville, United States

    1 h-index

    3 publications

    90 citations

  4. University of Washington

    Seattle, United States

    1 h-index

    3 publications

    129 citations

  5. California Southern University

    Chandler, United States

    1 h-index

    3 publications

    102 citations

  6. University of Southern California

    Los Angeles, United States

    1 h-index

    3 publications

    102 citations

  7. Cardiovascular Institute of the South

    Houma, United States

    1 h-index

    1 publications

    11 citations

  8. RWTH Aachen University

    Aachen, Germany

    1 h-index

    3 publications

    90 citations

1–8 of 9

Venues

  1. arXiv (Cornell University)

    Repository · 2 publications · 77 citations

    2

    h-index

  2. bioRxiv (Cold Spring Harbor Laboratory)

    Repository · 1 publications · 11 citations

    1

    h-index

  3. Bioinformatics

    1 publications · 92 citations

    1

    h-index

  4. Nucleic Acids Research

    1 publications · 42 citations

    1

    h-index

  5. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 1 publications · 12 citations

1–5