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Multistrategy Self-Organizing Map Learning for Classification Problems
Joint Authors
Shamsuddin, Siti Mariyam
Hasan, S.
Source
Computational Intelligence and Neuroscience
Issue
Vol. 2011, Issue 2011 (31 Dec. 2011), pp.1-11, 11 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2011-08-16
Country of Publication
Egypt
No. of Pages
11
Main Subjects
Abstract EN
Multistrategy Learning of Self-Organizing Map (SOM) and Particle Swarm Optimization (PSO) is commonly implemented in clustering domain due to its capabilities in handling complex data characteristics.
However, some of these multistrategy learning architectures have weaknesses such as slow convergence time always being trapped in the local minima.
This paper proposes multistrategy learning of SOM lattice structure with Particle Swarm Optimisation which is called ESOMPSO for solving various classification problems.
The enhancement of SOM lattice structure is implemented by introducing a new hexagon formulation for better mapping quality in data classification and labeling.
The weights of the enhanced SOM are optimised using PSO to obtain better output quality.
The proposed method has been tested on various standard datasets with substantial comparisons with existing SOM network and various distance measurement.
The results show that our proposed method yields a promising result with better average accuracy and quantisation errors compared to the other methods as well as convincing significant test.
American Psychological Association (APA)
Hasan, S.& Shamsuddin, Siti Mariyam. 2011. Multistrategy Self-Organizing Map Learning for Classification Problems. Computational Intelligence and Neuroscience،Vol. 2011, no. 2011, pp.1-11.
https://search.emarefa.net/detail/BIM-447355
Modern Language Association (MLA)
Hasan, S.& Shamsuddin, Siti Mariyam. Multistrategy Self-Organizing Map Learning for Classification Problems. Computational Intelligence and Neuroscience No. 2011 (2011), pp.1-11.
https://search.emarefa.net/detail/BIM-447355
American Medical Association (AMA)
Hasan, S.& Shamsuddin, Siti Mariyam. Multistrategy Self-Organizing Map Learning for Classification Problems. Computational Intelligence and Neuroscience. 2011. Vol. 2011, no. 2011, pp.1-11.
https://search.emarefa.net/detail/BIM-447355
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-447355