Concepedia

Interaction Regularization

Interaction Regularization is a computational method designed to constrain or penalize interaction effects in predictive models to enhance interpretability, generalizability, and model stability within the broader class of interaction modeling techniques.

18

Publications

996

Citations

73

Authors

37

Institutions

Publications per year

2017–2026

8

Parents

Publications

18

Penalized logistic regression for detecting gene interactions

M. Y. Park, Trevor Hastie · Biostatistics · 2007 · 383 citations · Full text

, , +13

Renormalization of the Hartree-Fock-Bogoliubov Equations in the Case of a Zero Range Pairing Interaction

Aurel Bulgac, Y. C. Yu · Physical Review Letters · 2002 · 186 citations · Full text

, , +12

Discrete Content-aware Matrix Factorization

Defu Lian, Rui Liu, Yong Ge et al. · 2017 · 70 citations

, , +17

Neural Interaction Transparency (NIT): Disentangling Learned Interactions for Improved Interpretability

Michael Tsang, Hanpeng Liu, Sanjay Purushotham et al. · neural information processing systems · 2018 · 39 citations

, , +13

MUMA: A Multi-Omics Meta-Learning Algorithm for Data Interpretation and Classification

Haihui Huang, Jun Shu, Yong Liang · IEEE Journal of Biomedical and Health Informatics · 2024 · 38 citations

, , +16

1–5 of 18

Authors

73

  1. XX
    Xing Xie

    Microsoft Research Asia (China), China

    3 publications · 112 citations

    3

    h-index

  2. SM
    Shuangge Ma

    Yale University, United States

    3 publications · 64 citations

    3

    h-index

  3. YG
    Yong Ge

    Rutgers, The State University of New Jersey, United States

    2 publications · 94 citations

    2

    h-index

  4. DL
    Defu Lian

    University of Science and Technology of China, China

    2 publications · 94 citations

    2

    h-index

  5. HH
    Haihui Huang

    Huashan Hospital, China

    1 publications · 38 citations

    1

    h-index

1–5 of 73

Institutions

37

  1. Yale University

    New Haven, United States

    3 h-index

    8 publications

    158 citations

  2. Xi'an Jiaotong University

    Xi'an, China

    2 h-index

    3 publications

    64 citations

  3. Microsoft Research Asia (China)

    Beijing, China

    2 h-index

    3 publications

    106 citations

  4. University of Electronic Science and Technology of China

    Chengdu, China

    2 h-index

    5 publications

    258 citations

  5. The Coordinating Center

    Millersville, United States

    2 h-index

    3 publications

    66 citations

  6. University of Washington

    Seattle, United States

    2 h-index

    3 publications

    394 citations

  7. Peking University

    Beijing, China

    2 h-index

    4 publications

    104 citations

  8. University of Arizona

    Tucson, United States

    2 h-index

    2 publications

    94 citations

1–8 of 37

Venues

  1. 1

    h-index

  2. Genetic Epidemiology

    1 publications · 16 citations

    1

    h-index

  3. Biostatistics

    1 publications · 383 citations

    1

    h-index

  4. 1

    h-index

  5. 1

    h-index

1–5