Hasan, Shafaatunnur and Shamsuddin, Siti Mariyam (2015) OctaSOM - An octagonal based SOM lattice structure for biomedical problems. In: 5th International Conference on Computing and Informatics (ICOCI) 2015, 11-13 August 2015, Istanbul, Turkey.
Preview |
PDF
Download (1MB) | Preview |
Abstract
In this study, an octagonal-based self-organizing network’s lattice structure is proposed to allow more exploration and exploitation in updating the weights for better mapping and classification performances.The neighborhood of the octagonal-based lattice structure provides more nodes for the weights updating than standard hexagonal-based lattice structure. Based on our experiment, the octagonal-based lattice structure performance is better than standard hexagonal lattice structure on biomedical datasets for classification problem. This indicates that proposed algorithm is an alternative lattice structure for self-organizing network which give more wisdom to classification problems especially in the biomedical domains.
Item Type: | Conference or Workshop Item (Paper) |
---|---|
Additional Information: | ISBN No: 978-967-0910-02-4 Jointly organized by: Universiti Utara Malaysia & Istanbul Zaim University |
Uncontrolled Keywords: | self-organizing network, octagonal-based lattice structure, classification problems, biomedical datasets |
Subjects: | Q Science > QA Mathematics > QA75 Electronic computers. Computer science |
Divisions: | School of Computing |
Depositing User: | Mrs. Norazmilah Yaakub |
Date Deposited: | 12 Oct 2015 08:30 |
Last Modified: | 27 Apr 2016 03:37 |
URI: | https://repo.uum.edu.my/id/eprint/15679 |
Actions (login required)
View Item |