Clustering of time-series subsequences is meaningless: implications for previous and future research.
Eamonn J. KeoghJessica LinPublished in: Knowl. Inf. Syst. (2005)
Keyphrases
- dynamic time warping
- k means
- multivariate time series
- data mining tasks
- clustering method
- data clustering
- clustering algorithm
- long term
- streaming time series
- real valued time series
- multivariate time series data
- hierarchical clustering
- document clustering
- categorical data
- website
- real world
- self organizing maps
- unsupervised learning
- outlier detection
- non stationary
- incremental clustering
- predicting future
- anomaly detection