Modeling Concept Drift: A Probabilistic Graphical Model Based Approach.
Hanen BorchaniAna M. MartínezAndrés R. MasegosaHelge LangsethThomas D. NielsenAntonio SalmerónAntonio FernándezAnders L. MadsenRamón SáezPublished in: IDA (2015)
Keyphrases
- concept drift
- data streams
- streaming data
- drifting concepts
- drift detection
- classification algorithm
- non stationary
- concept descriptions
- target concept
- change detection
- evolving data streams
- ensemble classifier
- training data
- data stream classification
- data mining
- data distribution
- nearest neighbor
- database systems
- machine learning