Integration of magnified gradient function and weight evolution with deterministic perturbation into back-propagation

Sin-Chun Ng; Chi-Chung Cheung; Shu-Hung Leung

doi:10.1049/el:20030277

Author(s)

Sin-Chun Ng
Chi-Chung Cheung
Shu-Hung Leung

Related Research Unit(s)

Department of Electrical Engineering

Detail(s)

Original language	English
Pages (from-to)	447-448
Journal / Publication	Electronics Letters
Volume	39
Issue number	5
Publication status	Published - 6 Mar 2003

Link(s)

DOI	DOI https://doi.org/10.1049/el:20030277 Final Published version
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Link to Scopus	https://www.scopus.com/record/display.uri?eid=2-s2.0-0037422119&origin=recordpage
Permanent Link	https://scholars.cityu.edu.hk/en/publications/publication(537d5082-1f07-4336-b648-917d7b996943).html

Abstract

An approach for the improved performance of back-propagation (BP) learning systems, based on the integration of magnified gradient function and weight evolution with deterministic perturbation, was discussed. In this regard, the regression and character recognition problems were considered. The simulation results, in terms of the convergence rate and global convergence, showed that the integrated approach always outperformed other traditional methods.

Citation Format(s)

[ RIS ] [ BibTeX ]

Integration of magnified gradient function and weight evolution with deterministic perturbation into back-propagation. / Ng, Sin-Chun; Cheung, Chi-Chung; Leung, Shu-Hung.

In: Electronics Letters, Vol. 39, No. 5, 06.03.2003, p. 447-448.

Research output: Journal Publications and Reviews (RGC: 21, 22, 62) › 21_Publication in refereed journal › peer-review

Ng, S-C, Cheung, C-C & Leung, S-H 2003, 'Integration of magnified gradient function and weight evolution with deterministic perturbation into back-propagation', Electronics Letters, vol. 39, no. 5, pp. 447-448. https://doi.org/10.1049/el:20030277

Ng, S-C., Cheung, C-C., & Leung, S-H. (2003). Integration of magnified gradient function and weight evolution with deterministic perturbation into back-propagation. Electronics Letters, 39(5), 447-448. https://doi.org/10.1049/el:20030277

Ng S-C, Cheung C-C, Leung S-H. Integration of magnified gradient function and weight evolution with deterministic perturbation into back-propagation. Electronics Letters. 2003 Mar 6;39(5):447-448. https://doi.org/10.1049/el:20030277

Ng, Sin-Chun ; Cheung, Chi-Chung ; Leung, Shu-Hung. / Integration of magnified gradient function and weight evolution with deterministic perturbation into back-propagation. In: Electronics Letters. 2003 ; Vol. 39, No. 5. pp. 447-448.