Biologically Inspired Neural Networks

Name: Biologically Inspired Neural Networks
Brand: VDM Verlag
SKU: 9783639228267
Price: 30639 HUF
Availability: InStock

Models, Learning, and Applications

Szerző: Ammar Belatreche

Nyelv:

Kötés: Puha kötésű

Kiadó: VDM Verlag

Elérhetőség: Beszállítói készleten

Küldés 14-21 napon belül

30 639 Ft

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

Információk a könyvről

Szerző

Ammar Belatreche

Nyelv

Angol

Kötés

Könyv - Puha kötésű

Kiadva

2010

oldal

256

EAN

9783639228267

ISBN

363922826X

Enbook ID

06830601

Kiadó

VDM Verlag

Súly

384

Méretek

151 x 228 x 17

Teljes leírás

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

Információk a könyvről

Teljes leírás

Érdekelheti

Azok a vásárlók, akik ezt a könyvet megvásárolták, a következőket is megvásárolták