Biologically Inspired Neural Networks

Name: Biologically Inspired Neural Networks
Brand: VDM Verlag
SKU: 9783639228267
Price: 1833 CZK
Availability: InStock

Models, Learning, and Applications

Autor: Ammar Belatreche

Jazyk:

Vazba: Brožovaná

Vydavatel: VDM Verlag

Dostupnost: Skladem u dodavatele

Odesíláme za 14-21 dnů

1 833 Kč

The remarkable computational power of the brain has motivated researchers to investigate computation...

Informace o knize

Autor

Ammar Belatreche

Jazyk

Angličtina

Vazba

Kniha - Brožovaná

Vydáno

2010

Stránek

256

EAN

9783639228267

ISBN

363922826X

Enbook ID

06830601

Vydavatel

VDM Verlag

Hmotnost

384

Rozměry

151 x 228 x 17

Kompletní popis

The remarkable computational power of the brain has motivated researchers to investigate computational systems which draw inspiration from the nervous system whose exact workings are still very much a mystery. Several neural models and encoding schemes were proposed and a number of learning rules were formulated. However, their applicability has been hampered by the lack of efficient training mechanisms. This work treats the idea of using bio-inspired neuron and synapse models in developing computational systems that can be applied to solve real world problems. A review of traditional ANNs and the more biologically plausible ANNs, i.e. spiking neural networks or SNNs, is presented. Different aspects and variants of evolutionary algorithms are addressed. Alternative training approaches/architectures based on evolutionary strategies, dynamic synapses and neural oscillators are developed and their performance and scalability are evaluated. This work should help shed some light on the growing field of SNNs and their design and application challenges. This book should interest readers, students and researchers, in neural networks, intelligent systems, computer science and engineering.

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Biologically Inspired Neural Networks

Models, Learning, and Applications

Informace o knize

Kompletní popis

Mohlo by vás zajímat

Zákaznicí kteří koupili tuto knihu koupili také