Creator:

Ponulak, Filip

Contributor:

Kasiński, Andrzej - ed. ; Ponulak, Filip - ed.

Title:

Analysis of the ReSuMe learning process for spiking neural networks

Subtitle:

.

Group publication title:

AMCS, volume 18 (2008)

Subject and Keywords:

supervised learning ; spiking neural networks ; parametric analysis ; learning window

Abstract:

In this paper we perform an analysis of the learning process with the ReSuMe method and spiking neural networks. We investigate how the particular parameters of the learning algorithm affect the process of learning. We consider the issue of speeding up the adaptation process, while maintaining the stability of the optimal solution. This is an important issue in many real-life tasks where the neural networks are applied and where the fast learning convergence is highly desirable.

Publisher:

Zielona Góra: Uniwersytet Zielonogórski

Date:

2008

Resource Type:

artykuł

DOI:

10.2478/v10006-008-0011-1

Pages:

117-127

Source:

AMCS, volume 18, number 2 (2008) ; click here to follow the link

Language:

eng

Rights:

Biblioteka Uniwersytetu Zielonogórskiego