• Jul 03, 2017 News!Good News! Since 2017, IJMLC has been indexed by Scopus!
  • Aug 15, 2017 News![CFP] 2017 the annual meeting of IJMLC Editorial Board, ACMLC 2017, will be held in Singapore, December 8-10, 2017.   [Click]
  • Sep 09, 2017 News!Vol.7, No.4 has been published with online version.   [Click]
Search
General Information
Editor-in-chief
Dr. Lin Huang
Metropolitan State University of Denver, USA
It's my honor to take on the position of editor in chief of IJMLC. We encourage authors to submit papers concerning any branch of machine learning and computing.
IJMLC 2012 Vol.2(6): 802-806 ISSN: 2010-3700
DOI: 10.7763/IJMLC.2012.V2.241

Recursive Learning of Genetic Algorithm Featuring Incremental Attribute Learning for Higher Dimensional Classification Problems

Haofan Zhang, Sheng-Uei Guan, and Mengjun Xu
Abstract—Rule-based classifiers trained by Genetic Algorithms (GAs) have been one of the most prevailing solutions for pattern classification problem. This paper introduces an algorithm named Recursive Learning of Genetic Algorithms featuring Incremental Attribute Learning (RLGA-IAL) developed from the Recursive Learning of Genetic Algorithms with Task Decomposition and Varied Rule Set (RLGA). Instead of training all the attributes in a batch, RLGA-IAL integrates the attributes sequentially. By projecting a large multidimensional search space to single-dimensional space spaces with integration, it reduces the difficulty in deriving the classification rules.Though a series of experiments, RLGA-IAL shows a successful and promising performance in classification problems with the dimension of the datasets ranging from 5 to 60.

Index Terms—Genetic algorithm, high dimensional classification, incremental attribute learning, recursive learning.

Haofan Zhang is with University of Waterloo, Canada (e-mail: haofan.zhang08@student.xjtlu.edu.cn).
Sheng-Uei Guan is with the Computer Science and Software Engineering Department at Xi’an Jiaotong-Liverpool University, Suzhou, China (e-mail: steven.guan@xjtlu.edu.cn).
Mengjun Xu is with Xi’an Jiaotong-Liverpool University, Suzhou, China (e-mail: mengjun.xu09@student.xjtlu.edu.cn).

[PDF]

Cite:Haofan Zhang, Sheng-Uei Guan, and Mengjun Xu, "Recursive Learning of Genetic Algorithm Featuring Incremental Attribute Learning for Higher Dimensional Classification Problems," International Journal of Machine Learning and Computing vol.2, no. 6, pp. 802-806, 2012.

Copyright © 2008-2015. International Journal of Machine Learning and Computing. All rights reserved.
E-mail: ijmlc@ejournal.net