Optimisation and Modelling of Spiking Neural Networks

Optimisation and Modelling of Spiking Neural Networks

Enhancing Neural Information Processing Systems through the Power of Evolution

LAP Lambert Academic Publishing ( 2010-10-25 )

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Motivated by the desire to better understand the truly remarkable information processing capabilities of the brain, numerous biologically plausible computational models have been explored in the recent decades. Already today, many applications employ neural networks to solve complex real world problems. Significant progress has been made in areas such as speech recognition, robotic controllers, associative memory and function approximation. This book develops an extension for a machine learning technique called the evolving spiking neural network (eSNN). It allows the automatic tuning of the neural and learning-related parameters of eSNN in order to promote its straightforward application to many different problem domains. The book proposes novel evolutionary algorithms capable of efficiently exploring multiple mixed-variable search spaces simultaneously. The enhanced eSNN is comprehensively investigated on benchmark problems and a real-world case study.

Book Details:

ISBN-13:

978-3-8433-6258-0

ISBN-10:

3843362580

EAN:

9783843362580

Book language:

English

By (author) :

Stefan Schliebs

Number of pages:

296

Published on:

2010-10-25

Category:

Informatics, IT