A New Method for Simplifying Algebraic Expressions in Genetic Programming Called Equivalent Decision Simplification

被引：5

作者：

Mori, Naoki ^{[1
]}

McKay, Bob ^{[2
]}

Hoai, Nguyen Xuan ^{[2
]}

Essam, Daryl ^{[3
]}

Takeuchi, Saori ^{[4
]}

机构：

[1] Osaka Prefecture Univ, Osaka, Japan

[2] Seoul Natl Univ, Seoul, South Korea

[3] Univ New South Wales ADFA, Canberra, ACT, Australia

[4] Mitsubishi Electr Corp, Amagasaki, Hyogo, Japan

来源：

JOURNAL OF ADVANCED COMPUTATIONAL INTELLIGENCE AND INTELLIGENT INFORMATICS | 2009年 / 13卷 / 03期

关键词：

genetic programming; subtree entropy; equivalent decision simplification; diversity;

D O I：

10.20965/jaciii.2009.p0237

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Symbolic Regression is one of the most important applications of Genetic Programming, but suffers from one of the key issues in Genetic Programming, bloat. For a variety of reasons, reliable techniques to remove bloat are highly desirable. This paper introduces a novel approach of removing bloat, Equivalent Decision Simplification, in which subtrees are evaluated over the set of regression points. The effectiveness of the proposed method is confirmed by computer simulation taking simple Symbolic Regression problems as examples.

引用

页码：237 / 244

页数：8

共 49 条

[41] A NEW APPROACH TO GREEN SUPPLIER SELECTION BASED ON FUZZY MULTI-CRITERIA DECISION MAKING METHOD AND LINEAR PHYSICAL PROGRAMMING
Ashlaghi, Mohsen Jafari
TEHNICKI VJESNIK-TECHNICAL GAZETTE, 2014, 21 (03): : 591 - 597
[42] A new approach to green supplier selection based on fuzzy multi-criteria decision making method and linear physical programming
Novi pristup izboru dobavljača eko proizvoda temeljen na metodi donošenja odluka na osnovu fuzzy mnogostrukih kriterija i linearnog fizičkog programiranja
Ashlaghi, M. J. (m.jafariashlaghi@yahoo.com), 1600, Strojarski Facultet (21):
[43] A new multiattribute decision making method based on multiplication operations of interval-valued intuitionistic fuzzy values and linear programming methodology
Chen, Shyi-Ming
Han, Wen-Hsin
INFORMATION SCIENCES, 2018, 429 : 421 - 432
[44] A New Method for Inversion of Dam Foundation Hydraulic Conductivity Using an Improved Genetic Algorithm Coupled with an Unsaturated Equivalent Continuum Model and Its Application
Peng, Jiayi
Shen, Zhenzhong
Xu, Liqun
Gan, Lei
Tan, Jiacheng
MATERIALS, 2023, 16 (04)
[45] An improved multiattribute decision making method based on new score function of interval-valued intuitionistic fuzzy values and linear programming methodology
Wang, Cheng-Yi
Chen, Shyi-Ming
INFORMATION SCIENCES, 2017, 411 : 176 - 184
[46] A New Evolutionary Method with a Hybrid Approach Combining Particle Swarm Optimization and Genetic Algorithms using Fuzzy Logic for Decision Making
Valdez, Fevrier
Melin, Patricia
Castillo, Oscar
Montiel, Oscar
2008 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-8, 2008, : 1333 - +
[47] A new multiple attribute decision making method based on linear programming methodology and novel score function and novel accuracy function of interval-valued intuitionistic fuzzy values
Wang, Cheng-Yi
Chen, Shyi-Ming
INFORMATION SCIENCES, 2018, 438 : 145 - 155
[48] A New Predictive Model for Uniaxial Compressive Strength of Rock Using Machine Learning Method: Artificial Intelligence-Based Age-Layered Population Structure Genetic Programming (ALPS-GP)
Ozdemir, Engin
ARABIAN JOURNAL FOR SCIENCE AND ENGINEERING, 2022, 47 (01) : 629 - 639
[49] A New Predictive Model for Uniaxial Compressive Strength of Rock Using Machine Learning Method: Artificial Intelligence-Based Age-Layered Population Structure Genetic Programming (ALPS-GP)
Engin Özdemir
Arabian Journal for Science and Engineering, 2022, 47 : 629 - 639

← 1 2 3 4 5 →