Modeling concept drift: A probabilistic graphical model based approach

An often used approach for detecting and adapting to concept drift when doing classi cation is to treat the data as i.i.d. and use changes in classi cation accuracy as an indication of concept drift. In this paper, we take a different perspective and propose a framework, based on probabilistic graph...

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Bibliographic Details
Main Authors: Borchani, Hanen, Martínez, Ana M., Masegosa, Andrés R., Langseth, Helge, Nielsen, Thomas D., Salmerón Cerdán, Antonio, Fernández, Antonio, Madsen, Anders L., Sáez, Ramón
Format: info:eu-repo/semantics/article
Language:English
Published: 2017
Online Access:http://hdl.handle.net/10835/4861