Concepedia

Consensus Feature Selection

Consensus Feature Selection is a feature selection strategy that identifies a stable subset of predictive variables by aggregating multiple feature rankings derived from heterogeneous data samples, models, or algorithms to enhance robustness and generalizability.

31

Publications

1.7K

Citations

133

Authors

75

Institutions

Publications per year

2017–2026

19

Variants

Stable Feature Selection

Parents

Publications

31

Consensus features nested cross-validation

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

, , +16

Consistent gene signature of schizophrenia identified by a novel feature selection strategy from comprehensive sets of transcriptomic data

Qingxia Yang, Bo Li, Jing Tang et al. · Briefings in Bioinformatics · 2019 · 218 citations

, , +14

Consensus group stable feature selection

Steven Loscalzo, Lei Yu, Chris Ding · 2009 · 141 citations

, , +12

Automatic discovery of 100-miRNA signature for cancer classification using ensemble feature selection

Alejandro Lopez‐Rincon, Marlet Martínez‐Archundia, Gustavo Ulises Martinez‐Ruíz et al. · BMC Bioinformatics · 2019 · 86 citations · Full text

, , +17

Consensus unsupervised feature ranking from multiple views

Yi Hong, Sam Kwong, Yuchou Chang et al. · Pattern Recognition Letters · 2007 · 80 citations

, , +11

1–5 of 31

Authors

133

  1. ZC
    Zhiwen Cao

    Ningbo University, China

    3 publications · 176 citations

    3

    h-index

  2. XX
    Xijiong Xie

    Ningbo University, China

    3 publications · 176 citations

    3

    h-index

  3. MS
    Ming Shao

    Northeastern University, United States

    2 publications · 69 citations

    2

    h-index

  4. YF
    Yun Fu

    Northeastern University, United States

    2 publications · 69 citations

    2

    h-index

  5. LN
    Lingbo Nong

    First Affiliated Hospital of Guangzhou Medical University, China

    1 publications · 63 citations

    1

    h-index

1–5 of 133

Institutions

75

  1. Ningbo University

    Ningbo, China

    3 h-index

    8 publications

    467 citations

  2. China Mobile (China)

    Beijing, China

    2 h-index

    5 publications

    266 citations

  3. University of Technology Sydney

    Sydney, Australia

    2 h-index

    3 publications

    189 citations

  4. City University of Hong Kong

    Hong Kong, Hong Kong

    2 h-index

    5 publications

    259 citations

  5. State Key Laboratory of Respiratory Disease

    Guangzhou, China

    1 h-index

    12 publications

    756 citations

  6. Binghamton University

    Binghamton, United States

    1 h-index

    2 publications

    282 citations

  7. Northeastern University

    Boston, United States

    1 h-index

    1 publications

    33 citations

  8. Universidad del Noreste

    Tampico, Mexico

    1 h-index

    3 publications

    108 citations

1–8 of 75

Venues

  1. Pattern Recognition Letters

    3 publications · 133 citations

    3

    h-index

  2. Pattern Recognition

    2 publications · 93 citations

    2

    h-index

  3. Expert Systems with Applications

    2 publications · 81 citations

    2

    h-index

  4. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 2 publications · 73 citations

    2

    h-index

  5. IEEE Transactions on Cybernetics

    2 publications · 85 citations

    2

    h-index

1–5