TY - GEN
T1 - A system for mining generalized association rules with ontology using genetic network programming
AU - Yang, Guangfei
AU - Shimada, Kaoru
AU - Mabu, Shingo
AU - Hirasawa, Kotaro
AU - Hu, Jinglu
PY - 2007/1/1
Y1 - 2007/1/1
N2 - In this paper, we propose a Genetic Network Programming based system to mine equalized association rules in multi concept layers of ontology. There are three modules in this system: Database, Equalizer and GNP Miner. We first introduce ontology to facilitate building the multi concept layers in Database module and propose Dynamic Threshold Approach (DTA) to equalize the different layers in Equalizer. We make use of an evolutionary computation method Genetic Network Programming (GNP) to mine the rules and develop a new genetic operator to speed up searching the rule space.
AB - In this paper, we propose a Genetic Network Programming based system to mine equalized association rules in multi concept layers of ontology. There are three modules in this system: Database, Equalizer and GNP Miner. We first introduce ontology to facilitate building the multi concept layers in Database module and propose Dynamic Threshold Approach (DTA) to equalize the different layers in Equalizer. We make use of an evolutionary computation method Genetic Network Programming (GNP) to mine the rules and develop a new genetic operator to speed up searching the rule space.
UR - http://www.scopus.com/inward/record.url?scp=39049095817&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=39049095817&partnerID=8YFLogxK
U2 - 10.1109/ICICIC.2007.102
DO - 10.1109/ICICIC.2007.102
M3 - Conference contribution
AN - SCOPUS:39049095817
SN - 0769528821
SN - 9780769528823
T3 - Second International Conference on Innovative Computing, Information and Control, ICICIC 2007
BT - Second International Conference on Innovative Computing, Information and Control, ICICIC 2007
PB - IEEE Computer Society
T2 - 2nd International Conference on Innovative Computing, Information and Control, ICICIC 2007
Y2 - 5 September 2007 through 7 September 2007
ER -