Concepedia

Feature Screening

Feature Screening is a parametric performance analysis method that identifies and selects the most influential input variables by evaluating their individual contributions to output variability, thereby distinguishing itself from other analysis techniques through its focus on pre-modeling dimensionality reduction via univariate assessment.

153

Publications

10.2K

Citations

471

Authors

247

Institutions

Publications per year

2017–2026

100

Parents

Publications

153

Selection of relevant features and examples in machine learning

Avrim Blum, Pat Langley · Artificial Intelligence · 1997 · 3.3K citations

, , +13

Feature Screening via Distance Correlation Learning

Runze Li, Wei Zhong · Journal of the American Statistical Association · 2012 · 760 citations · Full text

, , +14

A Survey on Filter Techniques for Feature Selection in Gene Expression Microarray Analysis

Cosmin Lazar, Jonatan Taminau, Stijn Meganck et al. · IEEE/ACM Transactions on Computational Biology and Bioinformatics · 2012 · 618 citations

, , +17

Model-Free Feature Screening for Ultrahigh-Dimensional Data

Lexin Li, Runze Li, Li-Xing Zhu · Journal of the American Statistical Association · 2011 · 475 citations

, , +16

Ultrahigh dimensional feature selection: beyond the linear model.

Jianqing Fan, Richard J. Samworth, Yichao Wu · PubMed · 2009 · 402 citations · Full text

, , +15

1–5 of 153

Authors

471

  1. RL
    Runze Li

    Pennsylvania State University, United States

    11 publications · 2K citations

    11

    h-index

  2. YX
    Yitian Xu

    China Agricultural University, China

    4 publications · 63 citations

    4

    h-index

  3. JR
    Jialiang Ren

    Shanxi Medical University, China

    3 publications · 66 citations

    3

    h-index

  4. CX
    Chen Xu

    University of Ottawa, Canada

    3 publications · 133 citations

    3

    h-index

  5. PL
    Peng Lai

    Nanjing University of Information Science and Technology, China

    3 publications · 55 citations

    3

    h-index

1–5 of 471

Institutions

247

  1. Pennsylvania State University

    State College, United States

    11 h-index

    21 publications

    4.2K citations

  2. Nanjing University of Information Science and Technology

    Nanjing, China

    7 h-index

    17 publications

    457 citations

  3. Xiamen University

    Xiamen, China

    7 h-index

    10 publications

    2K citations

  4. Central South University

    Changsha, China

    6 h-index

    22 publications

    602 citations

  5. Carnegie Mellon University

    Pittsburgh, United States

    5 h-index

    6 publications

    3.4K citations

  6. Shanghai Jiao Tong University

    Shanghai, China

    4 h-index

    15 publications

    252 citations

  7. Renmin University of China

    Beijing, China

    4 h-index

    7 publications

    176 citations

  8. University of Georgia

    Athens, United States

    4 h-index

    11 publications

    246 citations

1–8 of 247

Venues

  1. Journal of the American Statistical Association

    12 publications · 1.9K citations

    11

    h-index

  2. arXiv (Cornell University)

    Repository · 6 publications · 181 citations

    6

    h-index

  3. Computational Statistics & Data Analysis

    CSDA · 5 publications · 97 citations

    5

    h-index

  4. Frontiers in Oncology

    5 publications · 179 citations

    5

    h-index

  5. The Annals of Statistics

    4 publications · 183 citations

    4

    h-index

1–5