Maximum a Posteriori Models for Cortical Modeling

Name: Maximum a Posteriori Models for Cortical Modeling
Brand: VDM Verlag Dr. Mueller E.K.
SKU: 9783836496988
Price: 254.04 RON
Availability: InStock

Feature Detectors, Topography and Modularity

Autor: Cornelius Weber

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Legare: Carte broșată

Editura: VDM Verlag Dr. Mueller E.K.

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254.04 lei

This thesis shows in a top-down modeling approach that unsupervised learning rules of neural network...

Informații despre carte

Autor

Cornelius Weber

Limbă

engleză

Legare

Carte - Carte broșată

Publicat

2008

Pagini

112

EAN

9783836496988

ISBN

3836496984

Enbook ID

07012878

Editura

VDM Verlag Dr. Mueller E.K.

Greutate

159

Dimensiuni

152 x 229 x 6

Descriere completă

This thesis shows in a top-down modeling approach that unsupervised learning rules of neural networks can account for the development of cortical neural connections.§Sections 1, Introduction, and 2, The Cortex, comprise biological foundations about the cortex: its areas and their mutual connectivity, cell layers and the mechanisms which govern the development of neural connections. These data supply the goal of modeling as well as the motivation for the methods which are used. Sections 3, Theory, and 4, Models, describe the theory and how to derive models from it. Section 5 presents Results, and section 6, a Discussion.§In this work it is demonstrated that using a sparsely coded Boltzmann machine, neurons emerge which have localized and orientation selective receptive fields like those observed in primary visual cortex. Another highlight is the demonstration of a high adaptability of model structures to the environment. Either parallelly or hierarchically organized modules will arise as an appropriate adaptation to the organization of the training data set.

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Maximum a Posteriori Models for Cortical Modeling

Feature Detectors, Topography and Modularity

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Descriere completă

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