Concepedia

Feature Stability Analysis

Feature Stability Analysis is a methodological framework within feature engineering that evaluates the consistency of feature values across varying datasets or temporal intervals to assess their reliability and robustness for model generalization.

72

Publications

4.7K

Citations

197

Authors

114

Institutions

Publications per year

2017–2026

33

Parents

Children

Publications

72

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

A stability index for feature selection

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

, , +16

Fast branch & bound algorithms for optimal feature selection

Petr Somol, Pavel Pudil, Josef Kittler · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2004 · 246 citations

, , +12

Ensemble feature selection for high-dimensional data: a stability analysis across multiple domains

Barbara Pes · Neural Computing and Applications · 2019 · 223 citations · Full text

, , +17

Consensus features nested cross-validation

Saeid Parvandeh, Hung‐Wen Yeh, Martin P. Paulus et al. · Bioinformatics · 2020 · 219 citations · Full text

, , +16

1–5 of 72

Authors

197

  1. TM
    Taghi M. Khoshgoftaar

    Florida Atlantic University, United States

    8 publications · 175 citations

    8

    h-index

  2. RW
    Randall Wald

    Florida Atlantic University, United States

    7 publications · 164 citations

    7

    h-index

  3. HW
    Huanjing Wang

    Western Kentucky University, United States

    5 publications · 104 citations

    5

    h-index

  4. AN
    Amri Napolitano

    Florida Atlantic University, United States

    4 publications · 82 citations

    4

    h-index

  5. BP
    Barbara Pes

    University of Cagliari, Italy

    3 publications · 363 citations

    3

    h-index

1–5 of 197

Institutions

114

  1. Florida Atlantic University

    Boca Raton, United States

    8 h-index

    23 publications

    543 citations

  2. Western Kentucky University

    Bowling Green, United States

    5 h-index

    5 publications

    104 citations

  3. University of Cagliari

    Cagliari, Italy

    3 h-index

    5 publications

    605 citations

  4. Sorbonne Université

    Paris, France

    2 h-index

    2 publications

    131 citations

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

    Prague, Czechia

    2 h-index

    3 publications

    266 citations

  6. The University of Texas at Arlington

    Arlington, United States

    2 h-index

    2 publications

    320 citations

  7. Yale University

    New Haven, United States

    2 h-index

    7 publications

    573 citations

  8. Prague University of Economics and Business

    Prague, Czechia

    2 h-index

    2 publications

    256 citations

1–8 of 114

Venues

  1. arXiv (Cornell University)

    Repository · 3 publications · 71 citations

    3

    h-index

  2. Data Mining and Knowledge Discovery

    2 publications · 90 citations

    2

    h-index

  3. PLoS ONE

    2 publications · 109 citations

    2

    h-index

  4. Bioinformatics

    2 publications · 249 citations

    2

    h-index

  5. IEEE Access

    2 publications · 52 citations

    2

    h-index

1–5