Concepedia

Semi-supervised Phenotype Discovery

Semi-Supervised Phenotype Discovery is a computational approach in biomedical informatics that integrates a limited set of labeled phenotypic data with a larger pool of unlabeled data to identify novel, clinically meaningful subgroups of traits or diseases, distinguished from unsupervised and fully supervised methods by its strategic use of partial expert-annotated guidance within an otherwise data-driven clustering framework.

13

Publications

530

Citations

76

Authors

40

Institutions

Publications per year

2017–2026

10

Parents

Publications

13

Semi-supervised learning of the electronic health record for phenotype stratification

Brett K. Beaulieu‐Jones, Casey S. Greene · Journal of Biomedical Informatics · 2016 · 198 citations · Full text

, , +17

Computational translation of genomic responses from experimental model systems to humans

Douglas K. Brubaker, Elizabeth A. Proctor, Kevin M. Haigis et al. · PLoS Computational Biology · 2019 · 51 citations · Full text

, , +13

Semi-Supervised Learning of the Electronic Health Record for Phenotype Stratification

Brett K. Beaulieu‐Jones, Casey S. Greene · bioRxiv (Cold Spring Harbor Laboratory) · 2016 · 49 citations · Full text

, , +17

Machine learning-based predictive modeling to identify genotypic traits associated with Salmonella enterica disease endpoints in isolates from ground chicken

Collins Kipngetich Tanui, Shraddha Karanth, Patrick Murigu Kamau Njage et al. · LWT · 2021 · 37 citations · Full text

, , +17

Prognostic value of pericoronary inflammation and unsupervised machine-learning-defined phenotypic clustering of CT angiographic findings

Masahiro Hoshino, Jinlong Zhang, Tomoyo Sugiyama et al. · International Journal of Cardiology · 2021 · 30 citations

, , +15

1–5 of 13

Authors

76

  1. BK
    Brett K. Beaulieu‐Jones

    Harvard University, United States

    2 publications · 247 citations

    2

    h-index

  2. CS
    Casey S. Greene

    University of Pennsylvania, United States

    2 publications · 247 citations

    2

    h-index

  3. CF
    Christian F. Beckmann

    Radboud University Nijmegen, Netherlands

    1 publications · 22 citations

    1

    h-index

  4. CG
    Catherine Goetzinger

    University of Luxembourg, Luxembourg

    1 publications · 14 citations

    1

    h-index

  5. JK
    Jennifer K Quint

    Imperial College London, United Kingdom

    1 publications · 17 citations

    1

    h-index

1–5 of 76

Institutions

40

  1. University of Pennsylvania

    Philadelphia, United States

    3 h-index

    6 publications

    536 citations

  2. Translational Therapeutics (United States)

    Arlington, United States

    2 h-index

    2 publications

    247 citations

  3. The University of Texas at Austin

    Austin, United States

    1 h-index

    2 publications

    46 citations

  4. Wellcome Centre for Integrative Neuroimaging

    Oxford, United Kingdom

    1 h-index

    3 publications

    66 citations

  5. Institut Gustave Roussy

    Villejuif, France

    1 h-index

    1 publications

    14 citations

  6. Mayo Clinic

    Rochester, United States

    1 h-index

    1 publications

    23 citations

  7. Radboud University Nijmegen

    Nijmegen, The Netherlands

    1 h-index

    1 publications

    22 citations

  8. West Virginia University

    Morgantown, United States

    1 h-index

    8 publications

    184 citations

1–8 of 40

Venues

  1. IEEE Transactions on Medical Imaging

    2 publications · 43 citations

    2

    h-index

  2. Journal of the American Medical Informatics Association

    JAMIA · 1 publications · 27 citations

    1

    h-index

  3. PubMed

    Repository · 1 publications · 23 citations

    1

    h-index

  4. Biometrics

    1 publications · 18 citations

    1

    h-index

  5. JAMIA Open

    1 publications · 17 citations

    1

    h-index

1–5