DriftSurf: A Risk-competitive Learning Algorithm under Concept Drift.
Ashraf TahmasbiEllango JothimurugesanSrikanta TirthapuraPhillip B. GibbonsPublished in: CoRR (2020)
Keyphrases
- concept drift
- learning algorithm
- target concept
- classification algorithm
- drifting concepts
- data streams
- streaming data
- drift detection
- non stationary
- data stream mining
- evolving data streams
- incremental clustering
- data distribution
- machine learning
- change detection
- batch learning
- data stream classification
- reinforcement learning
- training data
- training examples
- database
- inductive learning
- training samples
- active learning
- neural network
- supervised learning
- relational learning
- knn