A bio-statistical mining approach for classifying multivariate clinical time series data observed at irregular intervals.
Y. Nancy JaneHarichandran Khanna NehemiahArputharaj KannanPublished in: Expert Syst. Appl. (2017)
Keyphrases
- periodic patterns
- statistical analysis
- data mining
- multivariate time series
- mining algorithm
- pattern mining
- pattern discovery
- sequential data
- statistical tests
- confidence intervals
- clinical practice
- statistical models
- clinical setting
- regression model
- statistical information
- automatic classification
- text mining
- patient data
- clinical data
- frequent patterns
- interval data
- multivariate data
- clinical pathway
- irregularly shaped
- change point detection
- medical domain
- clinical trials
- temporal data
- endpoints
- statistical methods
- information theoretic
- data mining algorithms
- anomaly detection
- high dimensional