Concepedia

Supervised Phenotype Classification

Supervised Phenotype Classification is a supervised machine learning approach within computational phenotyping that learns predictive models from labeled clinical data to assign predefined phenotype labels (such as disease status or clinical traits) to individual patients or patient records.

27

Publications

1K

Citations

219

Authors

126

Institutions

Publications per year

2017–2026

20

Parents

Children

Publications

27

A deep learning and novelty detection framework for rapid phenotyping in high-content screening

Christoph Sommer, Rudolf Hoefler, Matthias Samwer et al. · Molecular Biology of the Cell · 2017 · 97 citations

, , +17

Machine-learning phenotypic classification of bicuspid aortopathy

Charles M. Wojnarski, Eric E. Roselli, Jay J. Idrees et al. · Journal of Thoracic and Cardiovascular Surgery · 2017 · 82 citations · Full text

, , +14

Phenotype Classification of Zebrafish Embryos by Supervised Learning

Nathalie Jeanray, Raphaël Marée, Benoist Pruvot et al. · PLoS ONE · 2015 · 67 citations · Full text

, , +17

Machine learning of functional class from phenotype data

Amanda Clare, Ross D. King · Bioinformatics · 2002 · 67 citations · Full text

, , +16

Recapitulation of Ayurveda constitution types by machine learning of phenotypic traits

Pradeep Kumar Tiwari, Rintu Kutum, Tavpritesh Sethi et al. · PLoS ONE · 2017 · 64 citations · Full text

, , +16

1–5 of 27

Authors

219

  1. DW
    Daniel W. Gerlich

    Austrian Academy of Sciences, Austria

    2 publications · 107 citations

    2

    h-index

  2. RH
    Rudolf Hoefler

    Austrian Academy of Sciences, Austria

    2 publications · 107 citations

    2

    h-index

  3. CS
    Christoph Sommer

    Kantonsspital Graubünden, Switzerland

    2 publications · 107 citations

    2

    h-index

  4. MS
    Matthias Samwer

    Austrian Academy of Sciences, Austria

    2 publications · 107 citations

    2

    h-index

  5. SS
    Sheng‐Feng Sung

    Chia-Yi Christian Hospital, Taiwan

    1 publications · 63 citations

    1

    h-index

1–5 of 219

Institutions

126

  1. Assistance Publique – Hôpitaux de Paris

    Paris, France

    2 h-index

    5 publications

    140 citations

  2. Austrian Academy of Sciences

    Vienna, Austria

    2 h-index

    8 publications

    428 citations

  3. Inserm

    Paris, France

    2 h-index

    22 publications

    560 citations

  4. Institute of Molecular Biotechnology

    Vienna, Austria

    2 h-index

    8 publications

    428 citations

  5. Universidad Complutense de Madrid

    Madrid, Spain

    2 h-index

    4 publications

    201 citations

  6. Cleveland Clinic

    Cleveland, United States

    2 h-index

    5 publications

    344 citations

  7. Vienna Biocenter

    Vienna, Austria

    2 h-index

    8 publications

    428 citations

  8. Chulalongkorn University

    Bangkok, Thailand

    2 h-index

    3 publications

    51 citations

1–8 of 126

Venues

  1. PLoS ONE

    3 publications · 168 citations

    3

    h-index

  2. Scientific Reports

    2 publications · 80 citations

    2

    h-index

  3. Journal of the American Medical Informatics Association

    JAMIA · 2 publications · 52 citations

    2

    h-index

  4. Addictive Behaviors

    1 publications · 51 citations

    1

    h-index

  5. 1

    h-index

1–5