DocumentCode :
2723624
Title :
Gradual Drifting of the User´s Preference in Interactive Evolutionary Computation and its Application
Author :
Guo-Sheng, Hao ; Lili, Liu ; Li-Fang, Kong
Author_Institution :
Sch. of Comput. Sci. & Technol., Jiangsu Normal Univ., Xuzhou, China
fYear :
2012
fDate :
11-13 Aug. 2012
Firstpage :
1832
Lastpage :
1835
Abstract :
The difference between interactive evolution-ary computation (IEC) and traditional evolutionary computation (TEC) is that in IEC individuals´ fitness is subjectively assigned by the user, while in TEC the fitness is objectively given by function or others. The user in IEC assigns fitness according to his/her preference. Therefore, if his/her preference drifts, the implicit fitness function for preference would also drift. This will cause the invalidation of the history evolutionary information such as individuals fitness and so on. In this situation, it is the key issue that how to make use of the history evolutionary information to accelerate evolving without misleading the evolutionary direction. The gradual drift of the user´s preference is mainly studied in this paper. The definition of gradual drift of the user´s preference is given and the methods to make use of the history evolutionary information are put forward. At last, the experiments show the efficiency of these methods.
Keywords :
behavioural sciences; evolutionary computation; interactive systems; IEC; TEC; history evolutionary information; implicit fitness function; interactive evolutionary computation; traditional evolutionary computation; user preference gradual drift; Educational institutions; Evolutionary computation; History; Humans; IEC; Optimization; Sociology; gradual drifting; interactive evolutionary computation; user´s preference;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer Science & Service System (CSSS), 2012 International Conference on
Conference_Location :
Nanjing
Print_ISBN :
978-1-4673-0721-5
Type :
conf
DOI :
10.1109/CSSS.2012.456
Filename :
6394775
Link To Document :
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