Abstract 11946: Comparison of Unsupervised Learning Approaches Applied to Electronic Health Record Traits in Heart Failure

Nosheen Reza,William P. Bone,Pankhuri Singhal,Yifan Yang,Anurag Verma,Ashwin C. Murthy,Srinivas Denduluri,Srinath Adusumalli,Marylyn D. Ritchie,Thomas P. Cappola

Abstract 11946: Comparison of Unsupervised Learning Approaches Applied to Electronic Health Record Traits in Heart Failure

2021

Nosheen Reza
William P. Bone
Pankhuri Singhal
Yifan Yang
Anurag Verma
Ashwin C. Murthy
Srinivas Denduluri
Srinath Adusumalli
Marylyn D. Ritchie
Thomas P. Cappola

Introduction: Unsupervised machine learning (UML) applied to high dimensional data has been used to discover cardiovascular disease subtypes; however, the reproducibility of subtypes identified by ...

Keywords:

electronic health record
Machine learning
Unified Modeling Language
Unsupervised learning
Health informatics
Clustering high-dimensional data
Artificial intelligence
Medicine

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