Neuromorphic Cognitive Systems :A Learning and Memory Centered Approach - Intelligent Systems Reference Library

Neuromorphic Cognitive Systems

Neuromorphic Cognitive Systems :A Learning and Memory Centered Approach - Intelligent Systems Reference Library

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Published: 10 May, 2017
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Description

This book presents neuromorphic cognitive systems from a learning and memory-centered perspective. It illustrates how to build a system network of neurons to perform spike-based information processing, computing, and high-level cognitive tasks. It is beneficial to a wide spectrum of readers, including undergraduate and postgraduate students and researchers who are interested in neuromorphic computing and neuromorphic engineering, as well as engineers and professionals in industry who are involved in the design and applications of neuromorphic cognitive systems, neuromorphic sensors and processors, and cognitive robotics.

The book formulates a systematic framework, from the basic mathematical and computational methods in spike-based neural encoding, learning in both single and multi-layered networks, to a near cognitive level composed of memory and cognition. Since the mechanisms for integrating spiking neurons integrate to formulate cognitive functions as in the brain are little understood, studies of neuromorphic cognitive systems are urgently needed.

The topics covered in this book range from the neuronal level to the system level. In the neuronal level, synaptic adaptation plays an important role in learning patterns. In order to perform higher-level cognitive functions such as recognition and memory, spiking neurons with learning abilities are consistently integrated, building a system with encoding, learning and memory functionalities. The book describes these aspects in detail.

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More Details

Type Book
ISBN13 9783319553085
ISBN10 3319553089
Number Of Pages 172
Item Weight 1000 g
Publisher / Reseller Springer International Publishing AG
Format hardback
Edition 1st ed. 2017
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