Sensory Neural Networks: Lateral Inhibition - Brossura

Nabet, Bahram; Pinter, Robert B.

Brossura

ISBN 10: 1138561819 ISBN 13: 9781138561816

Casa editrice: Routledge, 2019

Riassunto

Sensory information is detected and transformed by sensory neural networks before reaching higher levels of processing. These networks need to perform significant processing tasks while being compatible with the following levels. Lateral inhibition is a mechanism of local neuronal interaction that produces significant global properties. This book discusses those sensory neural networks influenced by nonlinear lateral inhibition. It features biological bases of lateral inhibition models, computational properties of these models that stress their short term adaptive behavior, their relation to recent activity in neural networks and connectionist systems, their use for image processing applications, and their application to motion detection. Descriptions from different technologies of analog hardware implementations of these classes of networks are described and results from implementations that corroborate theoretical analysis and show technologically desirable applications are presented. The book also uses nonlinear mathematical techniques to analyze temporal and spatial behavior of models presented within the text. Sensory Neural Networks: Lateral Inhibition is an interdisciplinary work that will prove useful to neural network theorists, biologists, circuit designers, and vision scientists.

Su questo libro

L'autore

Professor Bahram Nabet has been a senior visiting scientist in Brazil and Italy, ASEE Summer Faculty Fellow at the Naval Research Lab in Washington DC, and has been on sabbatical leave at Telcordia Applied Research Inc. and Dexxon Group Inc.

Su questa edizione

• Editore: Routledge
• Data di pubblicazione: 2019
• ISBN 10: 1138561819
• ISBN 13: 9781138561816
• Rilegatura: Copertina flessibile
• Numero edizione: 1
• Numero di pagine: 194