Minimax Classification under Concept Drift with Multidimensional Adaptation and Performance Guarantees.
Verónica ÁlvarezSantiago MazuelasJosé Antonio LozanoPublished in: CoRR (2022)
Keyphrases
- concept drift
- classification algorithm
- data stream classification
- data streams
- novelty detection
- ensemble classifier
- class imbalance
- classification accuracy
- machine learning
- incremental learning
- pattern recognition
- labelled data
- neyman pearson
- non stationary
- unsupervised learning
- multi dimensional
- support vector machine
- streaming data
- batch learning
- incremental clustering
- evolving data streams
- text classification
- decision trees
- drift detection
- drifting concepts
- concept drifting data streams
- change detection
- data stream mining
- machine learning methods
- data distribution
- knn
- feature extraction
- feature selection