Forgetful Forests: Data Structures for Machine Learning on Streaming Data under Concept Drift.
Zhehu YuanYinqi SunDennis E. ShashaPublished in: Algorithms (2023)
Keyphrases
- concept drift
- streaming data
- machine learning
- data structure
- data streams
- non stationary
- data stream mining
- classification algorithm
- evolving data streams
- incremental clustering
- drift detection
- mining data streams
- stream data
- pattern recognition
- ensemble classifier
- data distribution
- decision trees
- change detection
- sliding window
- machine learning algorithms
- data mining
- random forests
- machine learning methods
- random forest
- information extraction
- active learning
- reinforcement learning
- data sets
- learning tasks
- unsupervised learning
- stream mining
- learning algorithm
- training set
- computer vision
- neural network