Concept Drift Detection and Adaptation with Hierarchical Hypothesis Testing.
Shujian YuZubin AbrahamHeng WangMohak ShahJosé C. PríncipePublished in: CoRR (2017)
Keyphrases
- hypothesis testing
- concept drift
- likelihood ratio test
- change detection
- data streams
- likelihood ratio
- drifting concepts
- drift detection
- non stationary
- data distribution
- statistical tests
- target concept
- classification algorithm
- test statistic
- data stream classification
- learning algorithm
- machine learning
- class distribution
- neural network