A novel semi-supervised classification approach for evolving data streams.
Guobo LiaoPeng ZhangHongpeng YinXuanhong DengYanxia LiHan ZhouDandan ZhaoPublished in: Expert Syst. Appl. (2023)
Keyphrases
- semi supervised classification
- evolving data streams
- data streams
- semi supervised learning
- semi supervised
- concept drift
- streaming data
- stream mining
- random forests
- labeled data
- unlabeled data
- data stream mining
- unsupervised learning
- pairwise constraints
- training data
- machine learning
- sliding window
- pairwise
- data analysis
- multi class
- random forest
- probabilistic model
- high dimensional
- supervised classification
- limited memory
- learning algorithm