A methodology based on Trace-based clustering for patient phenotyping

Idiopathic pulmonary arterial hypertension phenotypes determined by cluster analysis from the COMPERA registry

(2020) Marius M. Hoeper et al.   JOURNAL OF HEART AND LUNG TRANSPLANTATION

Robust identification of Parkinson's disease subtypes using radiomics and hybrid machine learning

(2020) Mohammad R. Salmanpour et al.   COMPUTERS IN BIOLOGY AND MEDICINE

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

(2019) Yanshan Wang et al.   JOURNAL OF BIOMEDICAL INFORMATICS

Phenotypic similarity for rare disease: Ciliopathy diagnoses and subtyping

(2019) Xiaoyi Chen et al.   JOURNAL OF BIOMEDICAL INFORMATICS

Integrating cluster validity indices based on data envelopment analysis

(2018) Boseop Kim et al.   APPLIED SOFT COMPUTING

Symptoms and medications change patterns for Parkinson's disease patients stratification

(2018) Anita Valmarska et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

A framework for expert-driven subpopulation discovery and evaluation using subspace clustering for epidemiological data

(2018) Tommy Hielscher et al.   EXPERT SYSTEMS WITH APPLICATIONS

From hype to reality: data science enabling personalized medicine

(2018) Holger Fröhlich et al.   BMC Medicine

A review of clustering techniques and developments

(2017) Amit Saxena et al.   NEUROCOMPUTING

Ground truth bias in external cluster validity indices

(2017) Yang Lei et al.   PATTERN RECOGNITION

Cluster analysis and its application to healthcare claims data: a study of end-stage renal disease patients who initiated hemodialysis

(2016) Minlei Liao et al.   BMC Nephrology

MIMIC-III, a freely accessible critical care database

(2016) Alistair E.W. Johnson et al.   Scientific Data

Opening the Black Box: Strategies for Increased User Involvement in Existing Algorithm Implementations

(2014) Thomas Muhlbacher et al.   IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS

A Partition-Based Framework for Building and Validating Regression Models

(2013) Thomas Muhlbacher et al.   IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS

Discovering Subgroups Using Descriptive Models of Adverse Outcomes in Medical Care

(2012) G. Stiglic et al.   METHODS OF INFORMATION IN MEDICINE

A SURVEY OF CLUSTERING ENSEMBLE ALGORITHMS

(2011) SANDRO VEGA-PONS et al.   INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE

Applying PRIM (Patient Rule Induction Method) and logistic regression for selecting high-risk subgroups in very elderly ICU patients

(2007) Barry Nannings et al.   INTERNATIONAL JOURNAL OF MEDICAL INFORMATICS