Research Article

An Adaptive Heterogeneous Online Learning Ensemble Classifier for Nonstationary Environments

Algorithm 3

Passive handle drift.
Input:: Set of accurate and diverse learners
: Ensemble size of dynamic learners
(1)Learners  bestlearner {, m}
(2) initialised learners
(3)
(4)If is wrong
(5)Compute accuracy and diversity of
(6)Train new classifier with new data chunk N
(7)//add classifier to dynamic pool
(8)M = m + 1
(9)Discard classifier with least diversity measure
(10)End for
(11)End if