Adaptive learning on hierarchical data streams using window-weighted Gaussian probabilities.
Eduardo TieppoJúlio César NievolaJean Paul BarddalPublished in: Appl. Soft Comput. (2024)
Keyphrases
- adaptive learning
- data streams
- sliding window
- learning objects
- mining concept drifting data streams
- knowledge level
- sensor networks
- stream data
- window size
- learning environment
- probability distribution
- fuzzy classifier
- data sets
- streaming data
- reinforcement learning
- concept drift
- weight matrices
- learning activities
- concept maps
- learning resources
- learning systems
- maximum likelihood
- machine learning
- text mining
- information extraction
- domain knowledge
- learning process
- training data