Scalable Clustering of Time Series with U-Shapelets.
Liudmila UlanovaNurjahan BegumEamonn J. KeoghPublished in: SDM (2015)
Keyphrases
- data mining tasks
- k means
- clustering algorithm
- clustering method
- streaming time series
- knowledge discovery
- data mining algorithms
- nearest neighbor algorithm
- self organizing maps
- parameter free
- multivariate time series data
- data mining
- multivariate time series
- unsupervised learning
- highly scalable
- web scale
- hierarchical clustering
- incremental clustering
- clustering analysis
- arbitrary shape
- similarity function
- explanatory power
- anomaly detection
- completely unsupervised