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