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On-the-fly ensemble classifier pruning in evolving data streams

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Academic year: 2021

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Figure 1.1: Ensemble Systems. Combining decision boundaries of several classi- classi-fiers to achieve a better decision boundary over the dataset
Figure 1.2: Four patterns of real concept drift over time. Revised from [2]
Figure 2.1: Stream data classification under concept drift. Feature-wise the same input data instances are classified by the ensemble at 2 different time points.
Figure 4.1: Operational pipeline of Proposed Methods. Both CCRP and CCP have preliminary and pruning phases in common
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