Time Series Epenthesis: Clustering Time Series Streams Requires Ignoring Some Data.
Thanawin RakthanmanonEamonn J. KeoghStefano LonardiScott EvansPublished in: ICDM (2011)
Keyphrases
- data mining tasks
- data sets
- multivariate time series
- multivariate time series data
- multidimensional time series
- data processing
- data analysis
- data objects
- sequential data
- data points
- spectral clustering
- database
- streaming data
- hierarchical clustering
- raw data
- sensor data
- synthetic data
- high dimensional data
- knowledge discovery
- data structure
- non stationary
- data streams
- incoming data
- clustering algorithm
- training data
- input data
- original data
- data distribution
- data collection
- attribute values
- data mining algorithms
- image data
- spatial data
- data mining applications
- temporal data
- end users
- k means
- stream data
- sliding window
- streaming time series
- neural network
- missing data