Revealing patterns in HIV viral load data and classifying patients via a novel machine learning cluster summarization method.
Samir A. FarooqSamuel J. WeisenthalMelissa TrayhanRobert J. WhiteKristen BushPeter R. MariuzMartin S. ZandPublished in: CoRR (2018)
Keyphrases
- synthetic data
- machine learning
- input data
- prior knowledge
- data analysis
- data sets
- data mining techniques
- test data
- missing data
- knowledge discovery
- clustering method
- similarity matrix
- raw data
- machine learning methods
- statistical methods
- spectral clustering
- decision trees
- noisy data
- multivariate time series
- similarity measure
- data points
- active learning
- data structure
- health care
- labeled data
- hierarchical clustering
- interesting patterns
- pairwise
- cluster structure
- blood pressure