Concepedia

Explainable Matrix Factorization

Explainable Matrix Factorization is a matrix factorization method that, in contrast to conventional approaches, explicitly incorporates interpretability mechanisms to reveal the latent factors and their contributions in a human-understandable manner, thereby enabling transparent explanations for the derived low-rank representations.

13

Publications

645

Citations

28

Authors

25

Institutions

Publications per year

2017–2026

11

Parents

Publications

13

Using Explainability for Constrained Matrix Factorization

Behnoush Abdollahi, Olfa Nasraoui · 2017 · 110 citations

, , +16

Explainable Matrix Factorization for Collaborative Filtering

Behnoush Abdollahi, Olfa Nasraoui · 2016 · 96 citations

, , +16

A Collaborative Filtering Approach Based on Naïve Bayes Classifier

Priscila Valdiviezo-Díaz, Fernando Ortega, Eduardo Cobos et al. · IEEE Access · 2019 · 94 citations · Full text

, , +16

Supervised discovery of interpretable gene programs from single-cell data

Russell Kunes, Thomas Walle, Max Land et al. · Nature Biotechnology · 2023 · 88 citations · Full text

, , +14

Reproducibility in Matrix and Tensor Decompositions: Focus on model match, interpretability, and uniqueness

Furkan Kantar, M. A. B. S. Akhonda, Stephen C. Strother et al. · IEEE Signal Processing Magazine · 2022 · 56 citations · Full text

, , +15

1–5 of 13

Authors

28

  1. ON
    Olfa Nasraoui

    University of Louisville, United States

    2 publications · 206 citations

    2

    h-index

  2. RK
    Russell Kunes

    Columbia University, United States

    2 publications · 98 citations

    2

    h-index

  3. TN
    Tal Nawy

    Memorial Sloan Kettering Cancer Center, United States

    2 publications · 98 citations

    2

    h-index

  4. BA
    Behnoush Abdollahi

    University of Louisville, United States

    2 publications · 206 citations

    2

    h-index

  5. DP
    Dana Pe’er

    Memorial Sloan Kettering Cancer Center, United States

    2 publications · 98 citations

    2

    h-index

1–5 of 28

Institutions

25

  1. University of Louisville

    Louisville, United States

    3 h-index

    6 publications

    454 citations

  2. Howard Hughes Medical Institute

    Chevy Chase, United States

    2 h-index

    2 publications

    98 citations

  3. Heidelberg University

    Heidelberg, Germany

    2 h-index

    2 publications

    98 citations

  4. National Center for Tumor Diseases

    Heidelberg, Germany

    2 h-index

    2 publications

    98 citations

  5. German Cancer Research Center

    Heidelberg, Germany

    2 h-index

    2 publications

    98 citations

  6. Deutsches Konsortium für Translationale Krebsforschung

    Heidelberg, Germany

    2 h-index

    2 publications

    98 citations

  7. Columbia University

    New York, United States

    2 h-index

    2 publications

    98 citations

  8. University Hospital Heidelberg

    Heidelberg, Germany

    2 h-index

    2 publications

    98 citations

1–8 of 25

Venues

  1. IEEE Access

    2 publications · 119 citations

    2

    h-index

  2. arXiv (Cornell University)

    Repository · 2 publications · 65 citations

    2

    h-index

  3. bioRxiv (Cold Spring Harbor Laboratory)

    Repository · 1 publications · 10 citations

    1

    h-index

  4. Nature Biotechnology

    1 publications · 88 citations

    1

    h-index

  5. IEEE Signal Processing Magazine

    1 publications · 56 citations

    1

    h-index

1–5