Revisiting the Transition Matrix-Based Concept Drift Approach: Improving the Detection Task Reliability Through Additional Experimentation.
Antonio Carlos Meira NetoRafael Gaspar de SousaMarcelo FantinatoSarajane Marques PeresPublished in: SN Comput. Sci. (2024)
Keyphrases
- concept drift
- transition matrix
- change detection
- data streams
- streaming data
- markov chain
- drifting concepts
- non stationary
- incremental clustering
- classification algorithm
- data stream classification
- drift detection
- batch learning
- data distribution
- evolving data streams
- data stream mining
- anomaly detection
- knn
- data sets
- database