DocumentCode :
3194897
Title :
Data mining using cultural algorithms and regional schemata
Author :
Jin, Xidong ; Reynolds, Robert G.
Author_Institution :
Innovative Software Syst. Inc., Ann Arbor, MI, USA
fYear :
2002
fDate :
2002
Firstpage :
33
Lastpage :
40
Abstract :
In the paper we demonstrate how evolutionary search for functional optima can be used as a vehicle for data mining, that is, in the process of searching for optima in a multi-dimensional space we can keep track of the constraints that must be placed on related variables in order to move towards the optima. Thus, a side effect of evolutionary search can be the mining of constraints for related variables. We use a cultural algorithm framework to embed the search and store the results in regional schemata. An application to a large-scale real world archaeological data set is presented.
Keywords :
archaeology; data mining; evolutionary computation; temporal databases; very large databases; visual databases; constraints; cultural algorithm; data mining; evolutionary search; functional optima; large-scale archaeological data set; multi-dimensional space; regional schemata; Cultural differences; Data mining; Delta modulation; Evolutionary computation; Intelligent systems; Large-scale systems; Performance analysis; Software systems; Time series analysis; Visual databases;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Tools with Artificial Intelligence, 2002. (ICTAI 2002). Proceedings. 14th IEEE International Conference on
ISSN :
1082-3409
Print_ISBN :
0-7695-1849-4
Type :
conf
DOI :
10.1109/TAI.2002.1180785
Filename :
1180785
Link To Document :
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