Incremental learning and model selection under virtual concept drifting environments.
Koichiro YamauchiPublished in: IJCNN (2010)
Keyphrases
- incremental learning
- model selection
- hyperparameters
- cross validation
- concept drifting
- mining concept drifting data streams
- incremental learning algorithm
- machine learning
- selection criterion
- feature selection
- supervised learning
- model selection criteria
- mixture model
- automatic model selection
- generalization error
- semi supervised
- learning process
- stream data
- information criterion
- marginal likelihood
- unsupervised learning
- active learning
- historical data
- pairwise
- data mining
- data sets