Title
Multi-label classification of chronically ill patients with bag of words and supervised dimensionality reduction algorithms.
Abstract
•We study discrete medical time series datasets with multi-label classification.•We focus on chronically ill patients with multiple illnesses.•We use Bag of Words quantization on medical time series.•We compare multi-label classification and dimensionality reduction algorithms.
Year
DOI
Venue
2014
10.1016/j.jbi.2014.05.010
Journal of Biomedical Informatics
Keywords
Field
DocType
Multi-label classification,Complex patient,Diabetes type 2,Clinical data,Dimensionality reduction,Kernel methods
Bag-of-words model,Data mining,Dimensionality reduction,Computer science,Multi-label classification,Artificial intelligence,Missing data,Pattern recognition,Ranking,Algorithm,Kernel method,Quantization (signal processing),Statistical classification,Machine learning
Journal
Volume
Issue
ISSN
51
C
1532-0464
Citations 
PageRank 
References 
11
0.71
24
Authors
4
Name
Order
Citations
PageRank
Stefano Bromuri119020.11
Damien Zufferey235822.61
Jean Hennebert341738.70
Michael Schumacher463166.46