Concepedia

Feature Selection Stability

Feature Selection Stability is a metric that quantifies the consistency of selected features across variations in the data or modeling process within the context of feature selection methods.

124

Publications

7.8K

Citations

349

Authors

207

Institutions

Publications per year

2017–2026

64

Parents

Publications

124

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

Robust biomarker identification for cancer diagnosis with ensemble feature selection methods

Thomas Abeel, Thibault Helleputte, Yves Van de Peer et al. · Bioinformatics · 2009 · 584 citations · Full text

, , +17

Evaluation of feature selection methods for text classification with small datasets using multiple criteria decision-making methods

Gang Kou, Pei Yang, Yi Peng et al. · Applied Soft Computing · 2019 · 354 citations · Full text

, , +12

A stability index for feature selection

Ludmila I. Kuncheva · Conference on Artificial Intelligence for Applications · 2007 · 336 citations

, , +16

Robustness of Random Forest-based gene selection methods

Miron B. Kursa · BMC Bioinformatics · 2014 · 325 citations · Full text

, , +16

1–5 of 124

Authors

349

  1. TM
    Taghi M. Khoshgoftaar

    Florida Atlantic University, United States

    12 publications · 251 citations

    11

    h-index

  2. RW
    Randall Wald

    Florida Atlantic University, United States

    9 publications · 212 citations

    9

    h-index

  3. AN
    Amri Napolitano

    Florida Atlantic University, United States

    8 publications · 158 citations

    8

    h-index

  4. HW
    Huanjing Wang

    Western Kentucky University, United States

    6 publications · 115 citations

    6

    h-index

  5. SA
    Salem Alelyani

    King Khalid University, Saudi Arabia

    4 publications · 196 citations

    4

    h-index

1–5 of 349

Institutions

207

  1. Florida Atlantic University

    Boca Raton, United States

    11 h-index

    32 publications

    733 citations

  2. Binghamton University

    Binghamton, United States

    6 h-index

    12 publications

    1K citations

  3. Western Kentucky University

    Bowling Green, United States

    5 h-index

    5 publications

    104 citations

  4. University of Manchester

    Manchester, United Kingdom

    4 h-index

    9 publications

    591 citations

  5. Arizona State University

    Tempe, United States

    4 h-index

    7 publications

    295 citations

  6. University of Geneva

    Geneva, Switzerland

    3 h-index

    8 publications

    2.3K citations

  7. University of Cagliari

    Cagliari, Italy

    3 h-index

    7 publications

    517 citations

  8. Czech Academy of Sciences, Institute of Information Theory and Automation

    Prague, Czechia

    3 h-index

    5 publications

    540 citations

1–8 of 207

Venues

  1. Bioinformatics

    4 publications · 845 citations

    4

    h-index

  2. arXiv (Cornell University)

    Repository · 3 publications · 74 citations

    3

    h-index

  3. IEEE Access

    3 publications · 88 citations

    3

    h-index

  4. Scientific Reports

    3 publications · 170 citations

    3

    h-index

  5. Expert Systems with Applications

    3 publications · 163 citations

    3

    h-index

1–5