A dynamic routing algorithm of CapsNet for drift prognosis

•Drift prognosis aims to detect a coming drift, but lacks research.•We propose a drift prognosis algorithm (DR-DD) of capsule neural network.•We tailor Kullback-Leibler divergence to quantify the difference among capsules.•Compared with other 11 drift detection methods on 7 datasets, only DR-DD can...

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Bibliographic Details
Published in:	Expert systems with applications Vol. 296; p. 128925
Main Authors:	Lin, Borong, Jin, Nanlin, Woodward, John R.
Format:	Journal Article
Language:	English
Published:	Elsevier Ltd 15.01.2026
Subjects:	Capsule networks Data stream mining Drift detection Data stream mining Capsule networks Drift detection
ISSN:	0957-4174
Online Access:	Get full text
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