Concepedia

Causal Feature Selection

Causal Feature Selection is a computational methodology within multi-omics causal inference that identifies subsets of variables exhibiting causal relationships with an outcome of interest, distinguishing itself from associative or predictive feature selection by explicitly inferring directionality and causal mechanisms from observational or experimental multi-omics data.

52

Publications

2.8K

Citations

161

Authors

80

Institutions

Publications per year

2017–2026

35

Parents

Publications

52

Local Causal and Markov Blanket Induction for Causal Discovery and Feature Selection for Classification Part I: Algorithms and Empirical Evaluation

Constantin Aliferis, Alexander Statnikov, Ioannis Tsamardinos et al. · 2010 · 490 citations

, , +16

Using Markov Blankets for Causal Structure Learning

Jean‐Philippe Pellet, André Elisseeff · Journal of Machine Learning Research · 2008 · 202 citations

, , +16

Extended BIC for small-n-large-P sparse GLM

Jiahua Chen, Zehua Chen · Statistica Sinica · 2011 · 201 citations

, , +16

Local Causal and Markov Blanket Induction for Causal Discovery and Feature Selection for Classification Part II: Analysis and Extensions

Constantin Aliferis, Alexander Statnikov, Ioannis Tsamardinos et al. · 2010 · 160 citations

, , +15

Multi-Source Causal Feature Selection

Kui Yu, Lin Liu, Jiuyong Li et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2019 · 117 citations

, , +7

1–5 of 52

Authors

161

  1. KY
    Kui Yu

    Hefei University of Technology, China

    12 publications · 572 citations

    12

    h-index

  2. JL
    Jiuyong Li

    University of South Australia, Australia

    7 publications · 399 citations

    7

    h-index

  3. LL
    Lin Liu

    University of South Australia, Australia

    6 publications · 307 citations

    6

    h-index

  4. XW
    Xingyu Wu

    University of Science and Technology of China, China

    4 publications · 217 citations

    4

    h-index

  5. HC
    Huanhuan Chen

    University of Science and Technology of China, China

    3 publications · 178 citations

    3

    h-index

1–5 of 161

Institutions

80

  1. Hefei University of Technology

    Hefei, China

    13 h-index

    27 publications

    1K citations

  2. University of South Australia

    Adelaide, Australia

    8 h-index

    18 publications

    1.1K citations

  3. University of Science and Technology of China

    Hefei, China

    5 h-index

    12 publications

    793 citations

  4. Hangzhou Normal University

    Hangzhou, China

    3 h-index

    3 publications

    143 citations

  5. Nanyang Technological University

    Singapore, Singapore

    3 h-index

    4 publications

    232 citations

  6. New York University

    New York, United States

    3 h-index

    5 publications

    1.3K citations

  7. Chinese Academy of Sciences

    Beijing, China

    3 h-index

    6 publications

    396 citations

  8. University of Pittsburgh

    Pittsburgh, United States

    2 h-index

    8 publications

    188 citations

1–8 of 80

Venues

  1. arXiv (Cornell University)

    Repository · 4 publications · 89 citations

    4

    h-index

  2. 3

    h-index

  3. Information Sciences

    2 publications · 65 citations

    2

    h-index

  4. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 2 publications · 68 citations

    2

    h-index

  5. Journal of Machine Learning Research

    JMLR · 2 publications · 217 citations

    2

    h-index

1–5