Concepedia

Robust Variable Selection

Robust Variable Selection is a statistical methodology that identifies relevant predictors in a regression model while maintaining reliability and stability under violations of standard assumptions, such as the presence of outliers, heavy-tailed errors, or influential observations.

142

Publications

8.7K

Citations

410

Authors

259

Institutions

Publications per year

2017–2026

51

Parents

Publications

142

Evaluation of variable selection methods for random forests and omics data sets

Frauke Degenhardt, Stephan Seifert, Silke Szymczak · Briefings in Bioinformatics · 2017 · 736 citations · Full text

, , +17

Robust Regression Shrinkage and Consistent Variable Selection Through the LAD-Lasso

Hansheng Wang, Guodong Li, Guohua Jiang · Journal of Business and Economic Statistics · 2007 · 573 citations

, , +16

An overview of variable selection methods in multivariate analysis of near-infrared spectra

Yong‐Huan Yun, Hong‐Dong Li, Baichuan Deng et al. · TrAC Trends in Analytical Chemistry · 2019 · 547 citations

, , +15

Unsupervised Learning With Random Forest Predictors

Tao Shi, Steve Horvath · Journal of Computational and Graphical Statistics · 2006 · 540 citations

, , +15

Robust rank correlation based screening

Gaorong Li, Heng Peng, Jun Zhang · The Annals of Statistics · 2012 · 317 citations · Full text

, , +16

1–5 of 142

Authors

410

  1. ZZ
    Zhongyi Zhu

    Fudan University, China

    3 publications · 83 citations

    3

    h-index

  2. HY
    Hu Yang

    Chongqing University, China

    3 publications · 80 citations

    3

    h-index

  3. YS
    Yunquan Song

    China University of Petroleum, East China, China

    3 publications · 75 citations

    3

    h-index

  4. JS
    Jun S. Liu

    Harvard University, United States

    3 publications · 75 citations

    3

    h-index

  5. KW
    Kangning Wang

    Shandong Institute of Business and Technology, China

    3 publications · 64 citations

    3

    h-index

1–5 of 410

Institutions

259

  1. Yale University

    New Haven, United States

    4 h-index

    5 publications

    401 citations

  2. University of Hong Kong

    Pok Fu Lam, Hong Kong

    4 h-index

    4 publications

    625 citations

  3. Fudan University

    Shanghai, China

    4 h-index

    8 publications

    211 citations

  4. Central South University

    Changsha, China

    4 h-index

    14 publications

    1.6K citations

  5. Harvard University

    Cambridge, United States

    3 h-index

    3 publications

    75 citations

  6. Massachusetts Institute of Technology

    Cambridge, United States

    3 h-index

    4 publications

    181 citations

  7. Chongqing University

    Chongqing, China

    3 h-index

    8 publications

    213 citations

  8. Pennsylvania State University

    State College, United States

    3 h-index

    7 publications

    273 citations

1–8 of 259

Venues

  1. Computational Statistics & Data Analysis

    CSDA · 12 publications · 512 citations

    12

    h-index

  2. Journal of Multivariate Analysis

    7 publications · 195 citations

    7

    h-index

  3. 6

    h-index

  4. Biometrics

    5 publications · 222 citations

    5

    h-index

  5. Analytica Chimica Acta

    5 publications · 355 citations

    5

    h-index

1–5