Concepedia

Unsupervised Disease Stratification

Unsupervised Disease Stratification is a computational methodology within disease subtyping that identifies distinct patient subgroups from heterogeneous disease populations based on intrinsic patterns in biological or clinical data without prior labeling or external guidance.

17

Publications

672

Citations

243

Authors

138

Institutions

Publications per year

2017–2026

13

Parents

Publications

17

Unsupervised machine learning for the discovery of latent disease clusters and patient subgroups using electronic health records

Yiqing Zhao, Terry M. Therneau, Elizabeth J. Atkinson et al. · Journal of Biomedical Informatics · 2019 · 133 citations · Full text

, , +16

Application of unsupervised analysis techniques to lung cancer patient data

Chip M. Lynch, Victor H. van Berkel, Hermann B. Frieboes · PLoS ONE · 2017 · 70 citations · Full text

, , +17

Joint DBN and Fuzzy C-Means unsupervised deep clustering for lung cancer patient stratification

Zijuan Zhao, Juanjuan Zhao, Kai Song et al. · Engineering Applications of Artificial Intelligence · 2020 · 58 citations

, , +16

Stratification of amyotrophic lateral sclerosis patients: a crowdsourcing approach

Robert Kueffner, Neta Zach, Maya Bronfeld et al. · Scientific Reports · 2019 · 56 citations · Full text

, , +17

Breast cancer patient stratification using a molecular regularized consensus clustering method

Chao Wang, Raghu Machiraju, Kun Huang · Methods · 2014 · 48 citations · Full text

, , +12

1–5 of 17

Authors

243

  1. JS
    Jasjit S. Suri

    Idaho State University, United States

    2 publications · 59 citations

    2

    h-index

  2. ES
    Ehsan Saghapour

    Isfahan University of Medical Sciences, Iran

    1 publications · 56 citations

    1

    h-index

  3. KS
    Kai Song

    University of Oklahoma Health Sciences Center, United States

    1 publications · 58 citations

    1

    h-index

  4. JB
    Julián Benito‐León

    Research Institute Hospital 12 de Octubre, Spain

    1 publications · 25 citations

    1

    h-index

  5. DC
    Devin C. Koestler

    University of Kansas Medical Center, United States

    1 publications · 56 citations

    1

    h-index

1–5 of 243

Institutions

138

  1. Icahn School of Medicine at Mount Sinai

    New York, United States

    2 h-index

    2 publications

    103 citations

  2. Idaho State University

    Pocatello, United States

    2 h-index

    2 publications

    59 citations

  3. Stanford University

    Stanford, United States

    2 h-index

    9 publications

    450 citations

  4. City University of Hong Kong

    Hong Kong, Hong Kong

    2 h-index

    2 publications

    67 citations

  5. Genex Systems (United States)

    Newport News, United States

    1 h-index

    1 publications

    56 citations

  6. Academy of Mathematics and Systems Science

    Beijing, China

    1 h-index

    2 publications

    112 citations

  7. Cardiovascular Institute of the South

    Houma, United States

    1 h-index

    3 publications

    141 citations

  8. University of Lübeck

    Lübeck, Germany

    1 h-index

    1 publications

    18 citations

1–8 of 138

Venues

  1. Journal of Biomedical Informatics

    2 publications · 180 citations

    2

    h-index

  2. Journal of Medical Internet Research

    1 publications · 25 citations

    1

    h-index

  3. Computers in Biology and Medicine

    1 publications · 30 citations

    1

    h-index

  4. Journal of the American Heart Association

    JAHA · 1 publications · 47 citations

    1

    h-index

  5. PLoS Computational Biology

    1 publications · 34 citations

    1

    h-index

1–5