A novel boolean self-organization mapping based on fuzzy geometrical expansion

Narendra S. Chaudhari, D. Wang

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

We propose a novel Self-Organization Mapping algorithm for Boolean neural networks (BSOM) based on geometrical expansion. Our proposed BSOM algorithm possesses generalization capability. Compared with traditional Self Organization Mapping (SOM) algorithms, BSOM algorithm is based on geometrical expansion, not gradient descent. BSOM algorithm memorizes more vectors in a hidden neuron, not only an exemplar in the center of SOM cell. Finally BSOM algorithm needs less number of iterations and simple training equations. Test results are given on simple Boolean functions, and a randomly generated Boolean function with 10 variables.

Original languageBritish English
Title of host publicationICICS-PCM 2003 - Proceedings of the 2003 Joint Conference of the 4th International Conference on Information, Communications and Signal Processing and 4th Pacific-Rim Conference on Multimedia
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages1211-1215
Number of pages5
ISBN (Electronic)0780381858, 9780780381858
DOIs
StatePublished - 2003
EventJoint Conference of the 4th International Conference on Information, Communications and Signal Processing and 4th Pacific-Rim Conference on Multimedia, ICICS-PCM 2003 - Singapore, Singapore
Duration: 15 Dec 200318 Dec 2003

Publication series

NameICICS-PCM 2003 - Proceedings of the 2003 Joint Conference of the 4th International Conference on Information, Communications and Signal Processing and 4th Pacific-Rim Conference on Multimedia
Volume2

Conference

ConferenceJoint Conference of the 4th International Conference on Information, Communications and Signal Processing and 4th Pacific-Rim Conference on Multimedia, ICICS-PCM 2003
Country/TerritorySingapore
CitySingapore
Period15/12/0318/12/03

Keywords

  • Binary neural network (BNN)
  • Boolean SOM (BSOM)
  • Expand and Truncate Learning (ETL)
  • Geometrical learning
  • Self-Organizing Map (SOM)

Fingerprint

Dive into the research topics of 'A novel boolean self-organization mapping based on fuzzy geometrical expansion'. Together they form a unique fingerprint.

Cite this