DocumentCode :
2398508
Title :
A cognitive service adaptation decision algorithm: XCSCAP
Author :
Li, Guoqiang ; Zou, Hua ; Yang, Fangchun
Author_Institution :
Network Technol. Res. Inst., Beijing Univ. of Posts & Telecommun., Beijing, China
fYear :
2010
fDate :
26-28 Oct. 2010
Firstpage :
956
Lastpage :
964
Abstract :
Personalization and self-adaptation are two very import characteristics of the cognitive service. They are essential for the reducing of the user interaction and the improving of the user experience. In order to provide personalized and self-adaptable service to different people in different environments, a context aware user preference model need to be constructed, which will be used to determine the adapted action according to the current context. However usually the actions to be chosen have various parameters, and this will cause the XCS algorithm have a very long convergence time. Therefore we proposed a modified XCS (eXtend Classifier System) algorithm called XCSCAP (XCS with Complex Actions and Parameters). The experiments result showed that XCSCAP can have a much shorter time to converge when dealing with complex actions.
Keywords :
cognition; cognitive radio; decision trees; pattern classification; ubiquitous computing; user interfaces; XCS algorithm; XCSCAP; cognitive service adaptation decision algorithm; context aware user preference model; self-adaptable service; user experience; user interaction; Algorithm design and analysis; Classification algorithms; Gallium; Learning Classifier System; cognitive service; eXtended Classifier System; personalization; self-adaptation; user model;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Broadband Network and Multimedia Technology (IC-BNMT), 2010 3rd IEEE International Conference on
Conference_Location :
Beijing
Print_ISBN :
978-1-4244-6769-3
Type :
conf
DOI :
10.1109/ICBNMT.2010.5705231
Filename :
5705231
Link To Document :
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