Visual Population Codes

Author : Nikolaus Kriegeskorte
Publisher : MIT Press
ISBN 13 : 0262016249
Total Pages : 659 pages
Book Rating : 4.47/5 ( download)

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Download or read book Visual Population Codes written by Nikolaus Kriegeskorte and published by MIT Press. This book was released on 2012 with total page 659 pages. Available in PDF, EPUB and Kindle. Book excerpt: How visual content is represented in neuronal population codes and how to analyze such codes with multivariate techniques. Vision is a massively parallel computational process, in which the retinal image is transformed over a sequence of stages so as to emphasize behaviorally relevant information (such as object category and identity) and deemphasize other information (such as viewpoint and lighting). The processes behind vision operate by concurrent computation and message passing among neurons within a visual area and between different areas. The theoretical concept of "population code" encapsulates the idea that visual content is represented at each stage by the pattern of activity across the local population of neurons. Understanding visual population codes ultimately requires multichannel measurement and multivariate analysis of activity patterns. Over the past decade, the multivariate approach has gained significant momentum in vision research. Functional imaging and cell recording measure brain activity in fundamentally different ways, but they now use similar theoretical concepts and mathematical tools in their modeling and analyses. With a focus on the ventral processing stream thought to underlie object recognition, this book presents recent advances in our understanding of visual population codes, novel multivariate pattern-information analysis techniques, and the beginnings of a unified perspective for cell recording and functional imaging. It serves as an introduction, overview, and reference for scientists and students across disciplines who are interested in human and primate vision and, more generally, in understanding how the brain represents and processes information.

Author : Gabriel Kreiman
Publisher :
ISBN 13 : 9780262303576
Total Pages : 635 pages
Book Rating : 4.74/5 ( download)

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Download or read book Visual Population Codes written by Gabriel Kreiman and published by . This book was released on 2012 with total page 635 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Author : Sonja Grün
Publisher : Springer Science & Business Media
ISBN 13 : 1441956751
Total Pages : 447 pages
Book Rating : 4.50/5 ( download)

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Download or read book Analysis of Parallel Spike Trains written by Sonja Grün and published by Springer Science & Business Media. This book was released on 2010-08-18 with total page 447 pages. Available in PDF, EPUB and Kindle. Book excerpt: Solid and transparent data analysis is the most important basis for reliable interpretation of experiments. The technique of parallel spike train recordings using multi-electrode arrangements has been available for many decades now, but only recently gained wide popularity among electro physiologists. Many traditional analysis methods are based on firing rates obtained by trial-averaging, and some of the assumptions for such procedures to work can be ignored without serious consequences. The situation is different for correlation analysis, the result of which may be considerably distorted if certain critical assumptions are violated. The focus of this book is on concepts and methods of correlation analysis (synchrony, patterns, rate covariance), combined with a solid introduction into approaches for single spike trains, which represent the basis of correlations analysis. The book also emphasizes pitfalls and potential wrong interpretations of data due to violations of critical assumptions.

Author : Rodrigo Quian Quiroga
Publisher : CRC Press
ISBN 13 : 1439853312
Total Pages : 625 pages
Book Rating : 4.13/5 ( download)

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Download or read book Principles of Neural Coding written by Rodrigo Quian Quiroga and published by CRC Press. This book was released on 2013-05-06 with total page 625 pages. Available in PDF, EPUB and Kindle. Book excerpt: Understanding how populations of neurons encode information is the challenge faced by researchers in the field of neural coding. Focusing on the many mysteries and marvels of the mind has prompted a prominent team of experts in the field to put their heads together and fire up a book on the subject. Simply titled Principles of Neural Coding, this b

Author : L. F. Abbott
Publisher : MIT Press
ISBN 13 : 9780262511001
Total Pages : 378 pages
Book Rating : 4.02/5 ( download)

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Download or read book Neural Codes and Distributed Representations written by L. F. Abbott and published by MIT Press. This book was released on 1999 with total page 378 pages. Available in PDF, EPUB and Kindle. Book excerpt: Since its founding in 1989 by Terrence Sejnowski, Neural Computation has become the leading journal in the field. Foundations of Neural Computation collects, by topic, the most significant papers that have appeared in the journal over the past nine years. The present volume focuses on neural codes and representations, topics of broad interest to neuroscientists and modelers. The topics addressed are: how neurons encode information through action potential firing patterns, how populations of neurons represent information, and how individual neurons use dendritic processing and biophysical properties of synapses to decode spike trains. The papers encompass a wide range of levels of investigation, from dendrites and neurons to networks and systems.

Author : C Musio
Publisher : World Scientific
ISBN 13 : 9814490857
Total Pages : 510 pages
Book Rating : 4.56/5 ( download)

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Download or read book Vision: The Approach Of Biophysics And Neuroscience - Proceedings Of The International School Of Biophysics written by C Musio and published by World Scientific. This book was released on 2001-07-31 with total page 510 pages. Available in PDF, EPUB and Kindle. Book excerpt: The light sense is conceivably the key sense in both the animal and the plant kingdom. Vision research, undoubtedly a fast-growing field, is providing impressive results — thanks to modern theoretical and methodological advances. The approach of biophysics and neuroscience seems to be of great benefit and, for this reason, the present book gives an outline of recent acquisitions and updated advanced methods concerning this approach. Visual mechanisms and processes are analysed at several (molecular, cellular, integrative, computational and cognitive) levels by different methodologies (from molecular biology to computation) applied to different living models (from protists to humans, via invertebrates and lower vertebrates).

Author : Mario Fritz
Publisher : Springer
ISBN 13 : 3642046673
Total Pages : 468 pages
Book Rating : 4.74/5 ( download)

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Download or read book Computer Vision Systems written by Mario Fritz and published by Springer. This book was released on 2009-10-14 with total page 468 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 7th International Conference on Computer Vision Systems, ICVS 2009, held in Liege, Belgium, October 13-15, 2009. The 21 papers for oral presentation presented together with 24 poster presentations and 2 invited papers were carefully reviewed and selected from 96 submissions. The papers are organized in topical sections on human-machine-interaction, sensors, features and representations, stereo, 3D and optical flow, calibration and registration, mobile and autonomous systems, evaluation, studies and applications, learning, recognition and adaption.

Author : Wulfram Gerstner
Publisher : Cambridge University Press
ISBN 13 : 1107060834
Total Pages : 591 pages
Book Rating : 4.38/5 ( download)

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Download or read book Neuronal Dynamics written by Wulfram Gerstner and published by Cambridge University Press. This book was released on 2014-07-24 with total page 591 pages. Available in PDF, EPUB and Kindle. Book excerpt: This solid introduction uses the principles of physics and the tools of mathematics to approach fundamental questions of neuroscience.

Author : Pomplun, Marc
Publisher : IGI Global
ISBN 13 : 1466625406
Total Pages : 447 pages
Book Rating : 4.02/5 ( download)

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Download or read book Developing and Applying Biologically-Inspired Vision Systems: Interdisciplinary Concepts written by Pomplun, Marc and published by IGI Global. This book was released on 2012-11-30 with total page 447 pages. Available in PDF, EPUB and Kindle. Book excerpt: "This book provides interdisciplinary research that evaluates the performance of machine visual models and systems in comparison to biological systems, blending the ideas of current scientific knowledge and biological vision"--

Author : Marie T. Banich
Publisher :
ISBN 13 : 1107158443
Total Pages : 675 pages
Book Rating : 4.43/5 ( download)

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Download or read book Cognitive Neuroscience written by Marie T. Banich and published by . This book was released on 2018-04-05 with total page 675 pages. Available in PDF, EPUB and Kindle. Book excerpt: Updated thoroughly, this comprehensive text highlights the most important issues in cognitive neuroscience, supported by clinical applications.