Concepedia

Subset Stability

Subset Stability is a methodological criterion in feature stability analysis that assesses the consistency of selected feature subsets across varying conditions or resampled datasets, distinguishing itself by focusing specifically on the reproducibility of subset composition rather than individual feature rankings or importance scores.

24

Publications

3.1K

Citations

44

Authors

18

Institutions

Publications per year

2017–2026

2

Parents

Publications

24

Better Subset Regression Using the Nonnegative Garrote

Leo Breiman · Technometrics · 1995 · 788 citations

, , +10

Better Subset Regression Using the Nonnegative Garrote

Leo Breiman · Technometrics · 1995 · 627 citations

, , +10

A stability index for feature selection

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

, , +16

On the stability of feature selection algorithms

NogueiraSarah, SechidisKonstantinos, BrownGavin · Journal of Machine Learning Research · 2017 · 146 citations

, , +12

Evaluating Stability and Comparing Output of Feature Selectors that Optimize Feature Subset Cardinality

Petr Somol, Jana Novovičová · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2010 · 137 citations

, , +13

1–5 of 24

Authors

44

  1. RW
    Randall Wald

    Florida Atlantic University, United States

    5 publications · 127 citations

    5

    h-index

  2. TM
    Taghi M. Khoshgoftaar

    Florida Atlantic University, United States

    5 publications · 127 citations

    5

    h-index

  3. AN
    Amri Napolitano

    Florida Atlantic University, United States

    3 publications · 62 citations

    3

    h-index

  4. DJ
    David J. Dittman

    Florida Atlantic University, United States

    2 publications · 32 citations

    2

    h-index

  5. LB
    Leo Breiman

    University of California, Berkeley, United States

    2 publications · 1.4K citations

    2

    h-index

1–5 of 44

Institutions

18

  1. Florida Atlantic University

    Boca Raton, United States

    5 h-index

    16 publications

    393 citations

  2. Binghamton University

    Binghamton, United States

    2 h-index

    4 publications

    154 citations

  3. Western Kentucky University

    Bowling Green, United States

    2 h-index

    2 publications

    65 citations

  4. University of California, Berkeley

    Berkeley, United States

    2 h-index

    2 publications

    1.4K citations

  5. University of Manchester

    Manchester, United Kingdom

    1 h-index

    3 publications

    213 citations

  6. Bangor University

    Bangor, United Kingdom

    1 h-index

    1 publications

    336 citations

  7. Arizona State University

    Tempe, United States

    1 h-index

    2 publications

    90 citations

  8. University of Geneva

    Geneva, Switzerland

    1 h-index

    3 publications

    363 citations

1–8 of 18

Venues

  1. Technometrics

    2 publications · 1.4K citations

    2

    h-index

  2. Journal of Intelligent Information Systems

    1 publications · 97 citations

    1

    h-index

  3. Journal of Differential Equations

    1 publications · 13 citations

    1

    h-index

  4. The American Naturalist

    AN · 1 publications · 88 citations

    1

    h-index

  5. Arrow@dit (Dublin Institute of Technology)

    Repository · 1 publications · 135 citations

    1

    h-index

1–5