Motif-guided Time Series Counterfactual Explanations.
Peiyu LiSoukaina Filali BoubrahimiShah Muhammad HamdiPublished in: CoRR (2022)
Keyphrases
- motif discovery
- motif discovery algorithm
- recurring patterns
- generating explanations
- dynamic time warping
- dna sequences
- data sets
- biological sequences
- explanatory power
- moving average
- mdl principle
- multivariate time series
- logical framework
- domain theory
- stock price
- sequential data
- variable length
- subsequence matching
- stock market
- non stationary
- case study
- chronic hepatitis
- multidimensional time series
- learning algorithm