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CRC Press Sensory Neural Networks - AI and Machine Learning Book

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Description

Explore the complex world of sensory processing with Sensory Neural Networks from CRC Press. This text examines how sensory information is detected and transformed by neural networks before it reaches higher levels of processing. It focuses on the necessity for these networks to perform heavy processing tasks while maintaining compatibility with subsequent processing stages. A major focus of this book is lateral inhibition, a mechanism of local neuronal interaction that creates significant global properties. You will learn about sensory neural networks that are influenced by nonlinear lateral inhibition. The content covers the biological foundations of lateral inhibition models and their computational properties. Specifically, the text addresses how these models exhibit short term adaptive behavior and their relationship to broader neural systems. This is an essential resource for those studying computer science, artificial intelligence, and the biological basis of machine learning models.

Key Features

Examines how sensory networks detect and transform information before higher level processing occurs.

Provides a detailed look at lateral inhibition as a mechanism for local neuronal interaction.

Covers the biological bases of various lateral inhibition models used in neural research.

Analyzes computational properties of models with a focus on short term adaptive behavior.

Discusses the relationship between nonlinear lateral inhibition and sensory neural networks.

Product Specifications

Format
hardcover
Domain
Amazon UK
Release Date
29 August 2017
Listed Since
30 September 2017

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