Concepedia

Stable Feature Identification

Stable Feature Identification is a methodological process within feature stability analysis that distinguishes itself by systematically detecting and validating features exhibiting consistent relevance or significance across varying conditions, datasets, or model perturbations to ensure robustness and generalizability in predictive modeling.

27

Publications

1.3K

Citations

101

Authors

56

Institutions

Publications per year

2017–2026

14

Parents

Publications

27

Feature selection of stabilometric parameters based on principal component analysis

Laura Rocchi, Lorenzo Chiari, Angelo Cappello · Medical & Biological Engineering & Computing · 2004 · 230 citations

, , +14

A random forest based biomarker discovery and power analysis framework for diagnostics research

Animesh Acharjee, Joseph Larkman, Yuanwei Xu et al. · BMC Medical Genomics · 2020 · 144 citations · Full text

, , +13

Exploiting the ensemble paradigm for stable feature selection: A case study on high-dimensional genomic data

Barbara Pes, Nicoletta Dessì, Marta Angioni · Information Fusion · 2016 · 121 citations · Full text

, , +17

Cellular DNA content--a stable feature in epithelial ovarian cancer

Michael Friedländer, Ian W. Taylor, Pamela J. Russell et al. · British Journal of Cancer · 1984 · 70 citations

, , +13

Ensemble feature selection for stable biomarker identification and cancer classification from microarray expression data

Aiguo Wang, Huancheng Liu, Jing Yang et al. · Computers in Biology and Medicine · 2022 · 70 citations

, , +17

1–5 of 27

Authors

101

  1. LA
    Laura Arnal

    Universidad Nacional de La Plata, Argentina

    1 publications · 10 citations

    1

    h-index

  2. JR
    J. Ramón Navarro-Cerdán

    Universitat Politècnica de València, Spain

    1 publications · 10 citations

    1

    h-index

  3. XF
    Xueqiang Fan

    Hefei University of Technology, China

    1 publications · 35 citations

    1

    h-index

  4. DS
    Debajyoti Sinha

    Florida State University, United States

    1 publications · 57 citations

    1

    h-index

  5. ES
    Ekaterini S. Bei

    Technical University of Crete, Greece

    1 publications · 23 citations

    1

    h-index

1–5 of 101

Institutions

56

  1. Fırat University

    Elâzığ, Türkiye

    1 h-index

    3 publications

    204 citations

  2. Purple Mountain Laboratories

    Nanjing, China

    1 h-index

    1 publications

    13 citations

  3. IBM Research - Ireland

    Dublin, Ireland

    1 h-index

    1 publications

    28 citations

  4. NIHR Surgical Reconstruction and Microbiology Research Centre

    Birmingham, United Kingdom

    1 h-index

    2 publications

    288 citations

  5. Yale University

    New Haven, United States

    1 h-index

    4 publications

    136 citations

  6. Gdańsk Medical University

    Gdansk, Poland

    1 h-index

    5 publications

    175 citations

  7. University of Birmingham

    Birmingham, United Kingdom

    1 h-index

    5 publications

    720 citations

  8. University Hospitals Birmingham NHS Foundation Trust

    Birmingham, United Kingdom

    1 h-index

    5 publications

    720 citations

1–8 of 56

Venues

  1. Computers in Biology and Medicine

    2 publications · 80 citations

    2

    h-index

  2. 1

    h-index

  3. Medical & Biological Engineering & Computing

    1 publications · 230 citations

    1

    h-index

  4. BMC Medical Genomics

    1 publications · 144 citations

    1

    h-index

  5. Information Fusion

    1 publications · 121 citations

    1

    h-index

1–5