An Extension of Gene Expression Programming with Hybrid Selection

被引：4

作者：

Liu, Julie Yu-Chih ^{[1
]}

Chen, Jeng-Her Alex ^{[1
]}

Chiu, Chiang-Tien ^{[1
]}

Hsieh, Juo-Chiang ^{[1
]}

机构：

[1] Yuan Ze Univ, Dept Informat Management, Tau Yuan 32003, Taiwan

来源：

PROCEEDINGS OF THE 2ND INTERNATIONAL CONFERENCE ON INTELLIGENT TECHNOLOGIES AND ENGINEERING SYSTEMS (ICITES2013) | 2014年 / 293卷

关键词：

Evolutionary algorithm; Gene expression programming; Hybrid selection; Local optimum;

D O I：

10.1007/978-3-319-04573-3_79

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Premature convergence and suboptimal solutions are inevitable problems for evolutionary algorithms, such as Gene Expression Programming (GEP). This study proposes an extension of GEP which includes a hybrid selection method and a diversity maintenance mechanism to release local optimum of the GEP algorithm. The hybrid selection involves the Clonal selection and the Roulette wheel method. The experimental results show that the proposed algorithm outperforms Ferreira's GEP algorithm.

引用

页码：635 / 641

页数：7

共 50 条

[1] Intrusion Detection on Hybrid Gene Expression Programming
Deng, S.
Lin, W. M.
Zhang, T.
ELECTRICAL INFORMATION AND MECHATRONICS AND APPLICATIONS, PTS 1 AND 2, 2012, 143-144 : 526 - 530
[2] A hybrid gene expression programming model for discharge prediction
Li, Shicheng
Yang, James
PROCEEDINGS OF THE INSTITUTION OF CIVIL ENGINEERS-WATER MANAGEMENT, 2021, 176 (05) : 223 - 234
[3] Adopting gene expression programming to generate extension strategies for incompatible problem
Long Tang
Chunyan Yang
Weihua Li
Neural Computing and Applications, 2017, 28 : 2649 - 2664
[4] Adopting gene expression programming to generate extension strategies for incompatible problem
Tang, Long
Yang, Chunyan
Li, Weihua
NEURAL COMPUTING & APPLICATIONS, 2017, 28 (09): : 2649 - 2664
[5] Data mining based on Gene Expression Programming and Clonal Selection
Karakasis, Vassilios K.
Stafylopatis, Andreas
2006 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-6, 2006, : 514 - +
[6] High Energy Physics event selection with Gene Expression Programming
Teodorescu, Liliana
Sherwood, Daniel
COMPUTER PHYSICS COMMUNICATIONS, 2008, 178 (06) : 409 - 419
[7] Credit evaluation based on gene expression programming and clonal selection
Wang, Wei-hong
Du, Yan-ye
Li, Qu
Fang, Zhao-lin
CEIS 2011, 2011, 15
[8] Gene Expression Programming Based on Subexpression Library and Clonal Selection
Xue, Siqing
Wu, Jie
ADVANCES IN COMPUTATION AND INTELLIGENCE, PROCEEDINGS, 2008, 5370 : 45 - 57
[9] A hybrid gene expression programming algorithm based on orthogonal design
Jie Yang
Jun Ma
International Journal of Computational Intelligence Systems, 2016, 9 : 778 - 787
[10] An Improved Gene Expression Programming Algorithm Based On Hybrid Strategy
Wang, Chao-xue
Zhang, Jing-jing
Wu, Shu-ling
Ma, Chun-sen
2015 8TH INTERNATIONAL CONFERENCE ON BIOMEDICAL ENGINEERING AND INFORMATICS (BMEI), 2015, : 639 - 643

← 1 2 3 4 5 →