DocumentCode
3179856
Title
OCEC: a novel classification algorithm based on evolutionary computation
Author
Jing, Lin ; Weicai, ZHONG ; Fang, Liu ; Licheng, Jiao
Author_Institution
Nat. Key Lab for Radar Signal Process., Xidian Univ., Xi´´an, China
Volume
2
fYear
2002
fDate
26-30 Aug. 2002
Firstpage
1051
Abstract
A novel classification algorithm, OCEC (Organizational CoEvolutionary algorithm for Classification), based on evolutionary computation for data mining is proposed. It is compared to GA-based and non GA-based algorithms on 8 datasets from the UCI machine learning repository. Results show OCEC can achieve higher prediction accuracy, smaller number of rules and more stable performance.
Keywords
classification; data mining; evolutionary computation; learning (artificial intelligence); UCI machine learning repository; classification algorithm; data mining; evolutionary computation; organizational coevolutionary algorithm; prediction accuracy; Accuracy; Classification algorithms; Data mining; Electronic mail; Evolutionary computation; Information systems; Machine learning; Machine learning algorithms; Radar signal processing; Signal processing algorithms;
fLanguage
English
Publisher
ieee
Conference_Titel
Signal Processing, 2002 6th International Conference on
Print_ISBN
0-7803-7488-6
Type
conf
DOI
10.1109/ICOSP.2002.1179969
Filename
1179969
Link To Document