Concepedia

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, Ahmad P. Tafti, Nan Zhang, Shreyasee Amin, Andrew H. Limper, Sundeep Khosla, Hongfang Liu

Journal of Biomedical Informatics · 2019 · 133 citations · 27 references

DOIFull text

Open access

Concepts

References

27

Visualizing Data using t-SNE

Laurens van der Maaten, Geoffrey E. Hinton · Journal of Machine Learning Research · 2008 · 35.7K citations

, , +13

Hierarchical Grouping to Optimize an Objective Function

Joe H. Ward · Journal of the American Statistical Association · 1963 · 19.2K citations

, , +15

Monte Carlo sampling methods using Markov chains and their applications

W. Keith Hastings · Biometrika · 1970 · 15.2K citations

, , +16

Algorithm AS 136: A K-Means Clustering Algorithm

J. A. Hartigan, M. Anthony Wong · Journal of the Royal Statistical Society Series C (Applied Statistics) · 1979 · 14.4K citations

, , +9

Comorbidity Measures for Use with Administrative Data

Anne Elixhauser, Claudia Steiner, D.R. Harris et al. · Medical Care · 1998 · 9.9K citations

, , +16