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

Bujar Baruah, Satyabrat Malla; Roy, Soumik

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

Sinopsis

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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Editorial
Eliva Press
Año de publicación
2024
Idioma
Inglés
ISBN 10 
1636487289
ISBN 13 
9781636487281
Encuadernación
Tapa blanda
Número de páginas
177
Contacto del fabricante
no disponible
Persona responsable
no disponible