Journal article
Novel Phenotyping for Acute Heart Failure—Unsupervised Machine Learning-Based Approach
Abstract
Acute heart failure (AHF) is a life-threatening, heterogeneous disease requiring urgent diagnosis and treatment. The clinical severity and medical procedures differ according to a complex interplay between the deterioration cause, underlying cardiac substrate, and comorbidities. This study aimed to analyze the natural phenotypic heterogeneity of the AHF population and evaluate the possibilities offered by clustering (unsupervised …
Authors
Urban S; Błaziak M; Jura M; Iwanek G; Zdanowicz A; Guzik M; Borkowski A; Gajewski P; Biegus J; Siennicka A
Journal
Biomedicines, Vol. 10, No. 7,
Publisher
MDPI
DOI
10.3390/biomedicines10071514
ISSN
2227-9059