Modeling of Non-Linearities in Neuronal Dendritic Structures and Their Role in Feature Extraction - Softcover

Bujar Baruah, Satyabrat Malla; Roy, Soumik

 
9781636487281: Modeling of Non-Linearities in Neuronal Dendritic Structures and Their Role in Feature Extraction
Softcover
ISBN 10: 1636487289 ISBN 13: 9781636487281
Publisher: Eliva Press, 2024

Synopsis

In order to achieve type-specific functionality, the study examines the role that homogenous morphology and electrophysiological play in type-specific neurons. In order to mimic the formation, propagation, and cell-field interaction of action potentials, two types of membrane dynamics are studied: active and passive. To mimic class-specific neurons, a hierarchical linear-nonlinear structure is created. To replicate scotopic and color vision edge estimates in the human visual cortex, an orientation-selective ganglion cell network is constructed and simulated. The model sheds light on similar networks' receptive field widths and bandwidth tuning capacity. The research study demonstrates how signals in the magnocellular layer might influence the behavior of contour recognition and boundary estimation.

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Publisher
Eliva Press
Publication date
2024
Language
English
ISBN 10 
1636487289
ISBN 13 
9781636487281
Binding
Paperback
Number of pages
177