An approach for online learning in the presence of concept changes

Learning from data streams is emerging as an important application area. When the environment changes, it is necessary to rely on on-line learning with the capability to adapt to changing conditions a.k.a. concept drifts. Adapting to concept drifts entails forgetting some or all of the old acquired...

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Bibliographic Details
Main Author: Jaber, Ghazal
Language:ENG
Published: Université Paris Sud - Paris XI 2013
Subjects:
Online Access:http://tel.archives-ouvertes.fr/tel-00907486
http://tel.archives-ouvertes.fr/docs/00/90/74/86/PDF/VD2_JABER_GHAZAL_18102013.pdf