Window Size Selection in Unsupervised Time Series Analytics: A Review and Benchmark.
Arik ErmshausPatrick SchäferUlf LeserPublished in: AALTD@ECML/PKDD (2022)
Keyphrases
- window size
- sliding window
- window sizes
- learning analytics
- data driven
- machine learning
- congestion control
- fixed size
- dynamic time warping
- business intelligence
- real world
- sequential data
- case study
- order statistics
- data warehouse
- short term
- big data
- semi supervised
- similarity measure
- selection strategy
- literature review
- decision making
- visual analytics
- genetic algorithm
- databases