Benchmarking Concept Drift Detectors for Online Machine Learning.
Mahmoud MahgoubHassan MoharramPassent ElkafrawyAhmed AwadPublished in: MEDI (2022)
Keyphrases
- concept drift
- machine learning
- data streams
- streaming data
- drifting concepts
- non stationary
- drift detection
- data distribution
- stream clustering
- data stream classification
- classification algorithm
- data stream mining
- change detection
- machine learning methods
- incremental clustering
- batch learning
- learning algorithm
- data mining
- evolving data streams
- machine learning algorithms
- text mining
- active learning
- learning tasks
- information extraction
- decision trees
- pattern recognition
- feature selection
- computer vision
- anomaly detection
- text classification
- supervised learning
- image processing
- database
- sliding window
- support vector machine
- data analysis