Concepedia

Robust Feature Selection

Robust Feature Selection is a feature selection methodology that systematically identifies and retains informative features under varying data conditions, model assumptions, or perturbations, thereby distinguishing itself from conventional feature selection techniques by its resilience to instability and sensitivity in dynamic or noisy environments.

523

Publications

31.8K

Citations

1.8K

Authors

737

Institutions

Publications per year

2017–2026

275

Parents

Publications

523

Feature selection in machine learning: A new perspective

Jie Cai, Jiawei Luo, Shulin Wang et al. · Neurocomputing · 2018 · 2.1K citations

, , +15

Efficient and Robust Feature Selection via Joint ℓ2,1-Norms Minimization

Feiping Nie, Heng Huang, Xiao Cai et al. · 2010 · 1.6K citations

, , +17

Efficient and Robust Feature Extraction by Maximum Margin Criterion

Haizhou Li, Tao Jiang, Kai Zhang · IEEE Transactions on Neural Networks · 2006 · 850 citations

, , +14

Accurate Telemonitoring of Parkinson's Disease Progression by Noninvasive Speech Tests

Athanasios Tsanas, Max A. Little, Patrick McSharry et al. · IEEE Transactions on Biomedical Engineering · 2009 · 682 citations

, , +15

Stability of feature selection algorithms: a study on high-dimensional spaces

Alexandros Kalousis, Julien Prados, Mélanie Hilario · Knowledge and Information Systems · 2006 · 611 citations · Full text

, , +13

1–5 of 523

Authors

1.8K

  1. TL
    Tianrui Li

    Southwest Jiaotong University, China

    14 publications · 656 citations

    13

    h-index

  2. HC
    Hongmei Chen

    Southwest Jiaotong University, China

    14 publications · 615 citations

    13

    h-index

  3. CL
    Chuan Luo

    Southwest Jiaotong University, China

    8 publications · 262 citations

    8

    h-index

  4. TM
    Taghi M. Khoshgoftaar

    Florida Atlantic University, United States

    8 publications · 146 citations

    8

    h-index

  5. WG
    Wanfu Gao

    Jilin University, China

    7 publications · 436 citations

    7

    h-index

1–5 of 1.8K

Institutions

737

  1. Southwest Jiaotong University

    Chengdu, China

    15 h-index

    58 publications

    2.6K citations

  2. Chinese Academy of Sciences

    Beijing, China

    11 h-index

    28 publications

    1.5K citations

  3. Sichuan University

    Chengdu, China

    9 h-index

    15 publications

    578 citations

  4. Southwest University

    Chongqing, China

    9 h-index

    15 publications

    681 citations

  5. Nanjing University of Science and Technology

    Nanjing, China

    8 h-index

    18 publications

    898 citations

  6. Jilin University

    Changchun, China

    8 h-index

    24 publications

    1.5K citations

  7. Nanyang Technological University

    Singapore, Singapore

    8 h-index

    12 publications

    740 citations

  8. Florida Atlantic University

    Boca Raton, United States

    7 h-index

    18 publications

    358 citations

1–8 of 737

Venues

  1. Knowledge-Based Systems

    20 publications · 1.3K citations

    18

    h-index

  2. Neurocomputing

    15 publications · 3K citations

    14

    h-index

  3. Expert Systems with Applications

    17 publications · 904 citations

    14

    h-index

  4. Pattern Recognition

    15 publications · 692 citations

    13

    h-index

  5. Information Sciences

    12 publications · 565 citations

    12

    h-index

1–5