Title
Intradialytic blood pressure pattern recognition based on density peak clustering.
Abstract
•We suggest an approach to identify intradialytic systolic BP patterns.•We classify ESRD patients based on dense sequences in EHR data.•We demonstrate that models with BP patterns have a better prediction of cerebrovascular events.•We suggest that our clustering approach is generalizable to analyses of dense EHR data.
Year
DOI
Venue
2018
10.1016/j.jbi.2018.05.013
Journal of Biomedical Informatics
Keywords
Field
DocType
Hemodialysis,Intradialytic blood pressure patterns,Dynamic time warping,Density peak clustering algorithm
Time series,Covariate,Dynamic time warping,Pattern recognition,Computer science,Kidney disease,Blood pressure,Artificial intelligence,Cluster analysis
Journal
Volume
ISSN
Citations 
83
1532-0464
1
PageRank 
References 
Authors
0.36
0
7
Name
Order
Citations
PageRank
Feng Wang1535.87
Jing-yi Zhou210.36
Yu Tian333.11
Yu Wang416715.47
zhang ping57327.08
Jianghua Chen612.05
Jing-Song Li722211.02