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Nowadays neural computation has become an interdisciplinary field in its own right; researches have been conducted ranging from diverse disciplines, e.g. computational neuroscience and cognitive science, mathematics, physics, computer science, and other engineering disciplines. From different perspectives, neural computation provides an alternative methodology to understand brain functions and cognitive process and to solve challenging real-world problems effectively. Trends in Neural Computation includes twenty chapters either contributed from leading experts or formed by extending well selected papers presented in the 2005 International Conference on Natural Computation. The edited book aims to reflect the latest progresses made in different areas of neural computation, including theoretical neural computation, biologically plausible neural modeling, computational cognitive science, artificial neural networks – architectures and learning algorithms and their applications in real-world problems.
This book investigates the latest advancements and diverse applications within the interdisciplinary field of neural computation. It draws upon contributions from leading experts and extended papers from the 2005 International Conference on Natural Computation, offering insights into theoretical frameworks, biologically plausible modeling, computational cognitive science, and artificial neural networks. The work aims to showcase progress across various sub-fields, highlighting how neural computation serves as a methodology for understanding brain functions, cognitive processes, and solving complex real-world problems.
The book compiles recent progress in neural computation from various disciplines, reflecting contributions from experts and extended conference papers. Its scope covers theoretical aspects, biological modeling, cognitive science applications, and the architecture and learning of artificial neural networks. The collection aims to provide a comprehensive overview of the field's advancements and its utility in addressing practical challenges.
Page Count:
512
Publication Date:
2010-11-22
Publisher:
Springer Berlin Heidelberg
ISBN-10:
3642071597
ISBN-13:
9783642071591
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