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Hierarchy and dynamics in neural networks

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Release : 2012-01-01
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Kind : eBook
Book Rating : 102/5 ( reviews)

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Book Synopsis Hierarchy and dynamics in neural networks by : Rolf Kötter

Download or read book Hierarchy and dynamics in neural networks written by Rolf Kötter. This book was released on 2012-01-01. Available in PDF, EPUB and Kindle. Book excerpt: Hierarchy is a central feature in the organisation of complex biological systems and particularly the structure and function of neural networks. While other aspects of brain connectivity such as regionalisation, modularity or motif composition have been discussed elsewhere, no detailed analysis has been presented so far on the role of hierarchy and its connection to brain dynamics. Recent discussions among many of our colleagues have shown an increasing interest in hierarchy (of spatial, temporal and dynamic features), and this is an emerging key question in neuroscience as well as generally in the field of network science, due to its links with concepts of control, efficiency and development across scales (e.g. Hilgetag et al. Science, 1996; Ravasz et al. Science, 2002; Bassett et al. PNAS, 2006; Mueller-Linow et al. PLoS Comp. Biol., in press). The proposed Research Topic will address recent findings from a theoretical as well as experimental perspective including contributions under the following four headings: 1) Topology: Detecting and characterizing network hierarchy; 2) Experiments: Neural dynamics across hierarchical scales; 3) Dynamics: Activity spread, oscillations, and synchronization in hierarchical networks; 4) Dynamics: Stable functioning and information processing in hierarchical networks.

A Chaotic Hierarchy

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Release : 1991-03-29
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Kind : eBook
Book Rating : 90X/5 ( reviews)

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Book Synopsis A Chaotic Hierarchy by : Gerold Baier

Download or read book A Chaotic Hierarchy written by Gerold Baier. This book was released on 1991-03-29. Available in PDF, EPUB and Kindle. Book excerpt: This collection of articles introduces the idea of a hierarchical order in chaotic systems and natural phenomena. To understand nature, nonlinear sciences use a multidisciplinary perspective. Therefore the book integrates research work of different fields: experimental evidence for the theory drawn from physics, biology and chemistry; theoretical progress in mathematical treatment, numerical techniques and graphical methods of nonlinear sciences; and to not-yet-understood philosophical and fundamental problems related to chaos and cosmos, chaos and quantum mechanics or evolutionary dynamics. Featuring the most recent advances in nonlinear dynamics this collection should provide an indispensable reference source and starting point for further research concerning dynamical and hierarchical chaotic systems. Besides this book is in honor of Professor O E Rössler, one of the pioneers of Chaos Theory, who celebrated his 50th birthday in May 1990.

Hierarchical Neural Networks for Image Interpretation

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Release : 2003-08-21
Genre : Computers
Kind : eBook
Book Rating : 227/5 ( reviews)

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Book Synopsis Hierarchical Neural Networks for Image Interpretation by : Sven Behnke

Download or read book Hierarchical Neural Networks for Image Interpretation written by Sven Behnke. This book was released on 2003-08-21. Available in PDF, EPUB and Kindle. Book excerpt: Human performance in visual perception by far exceeds the performance of contemporary computer vision systems. While humans are able to perceive their environment almost instantly and reliably under a wide range of conditions, computer vision systems work well only under controlled conditions in limited domains. This book sets out to reproduce the robustness and speed of human perception by proposing a hierarchical neural network architecture for iterative image interpretation. The proposed architecture can be trained using unsupervised and supervised learning techniques. Applications of the proposed architecture are illustrated using small networks. Furthermore, several larger networks were trained to perform various nontrivial computer vision tasks.

Automated Construction of a Hierarchy of Self-organized Neural Network Classifiers

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Release : 1996
Genre : Decision making
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Book Rating : /5 ( reviews)

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Book Synopsis Automated Construction of a Hierarchy of Self-organized Neural Network Classifiers by : Harald Ruda

Download or read book Automated Construction of a Hierarchy of Self-organized Neural Network Classifiers written by Harald Ruda. This book was released on 1996. Available in PDF, EPUB and Kindle. Book excerpt:

Mapping the Brain and Its Functions

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Release : 1991-02-01
Genre : Computers
Kind : eBook
Book Rating : 979/5 ( reviews)

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Book Synopsis Mapping the Brain and Its Functions by : Institute of Medicine

Download or read book Mapping the Brain and Its Functions written by Institute of Medicine. This book was released on 1991-02-01. Available in PDF, EPUB and Kindle. Book excerpt: Significant advances in brain research have been made, but investigators who face the resulting explosion of data need new methods to integrate the pieces of the "brain puzzle." Based on the expertise of more than 100 neuroscientists and computer specialists, this new volume examines how computer technology can meet that need. Featuring outstanding color photography, the book presents an overview of the complexity of brain research, which covers the spectrum from human behavior to genetic mechanisms. Advances in vision, substance abuse, pain, and schizophrenia are highlighted. The committee explores the potential benefits of computer graphics, database systems, and communications networks in neuroscience and reviews the available technology. Recommendations center on a proposed Brain Mapping Initiative, with an agenda for implementation and a look at issues such as privacy and accessibility.

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