FAST DESIGN ALGORITHM FOR COMPETITIVE LEARNING

Citation
Wj. Hwang et al., FAST DESIGN ALGORITHM FOR COMPETITIVE LEARNING, Electronics Letters, 33(17), 1997, pp. 1469-1471
Citations number
4
Categorie Soggetti
Engineering, Eletrical & Electronic
Journal title
ISSN journal
00135194
Volume
33
Issue
17
Year of publication
1997
Pages
1469 - 1471
Database
ISI
SICI code
0013-5194(1997)33:17<1469:FDAFCL>2.0.ZU;2-T
Abstract
The authors present a new, fast computation algorithm which significan tly reduces the training time of the competitive learning (CL) algorit hm without sacrificing its performance. The training process is perfor med in the wavelet domain to identify the winning neural units with a small number of multiplications. Simulation results show that in many cases the algorithm requires < 10% of the computational time required by traditional CL algorithms.