Visual Population Codes

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Visual Population Codes

Author : Nikolaus Kriegeskorte
Publisher : MIT Press
ISBN 13 : 0262016249
Total Pages : 659 pages
Book Rating : 4.2/5 (62 download)

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Book Synopsis Visual Population Codes by : Nikolaus Kriegeskorte

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.

Visual Population Codes

Author : Gabriel Kreiman
Publisher :
ISBN 13 : 9780262303576
Total Pages : 635 pages
Book Rating : 4.3/5 (35 download)

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Book Synopsis Visual Population Codes by : Gabriel Kreiman

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:

Analysis of Parallel Spike Trains

Author : Sonja Grün
Publisher : Springer Science & Business Media
ISBN 13 : 1441956751
Total Pages : 447 pages
Book Rating : 4.4/5 (419 download)

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Book Synopsis Analysis of Parallel Spike Trains by : Sonja Grün

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.

Neuronal Dynamics

Author : Wulfram Gerstner
Publisher : Cambridge University Press
ISBN 13 : 1107060834
Total Pages : 591 pages
Book Rating : 4.1/5 (7 download)

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Book Synopsis Neuronal Dynamics by : Wulfram Gerstner

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.

Codes and Evolution

Author : Marcello Barbieri
Publisher : Springer Nature
ISBN 13 : 3031584848
Total Pages : 232 pages
Book Rating : 4.0/5 (315 download)

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Book Synopsis Codes and Evolution by : Marcello Barbieri

Download or read book Codes and Evolution written by Marcello Barbieri and published by Springer Nature. This book was released on with total page 232 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Principles of Neural Coding

Author : Rodrigo Quian Quiroga
Publisher : CRC Press
ISBN 13 : 1439853312
Total Pages : 625 pages
Book Rating : 4.4/5 (398 download)

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Book Synopsis Principles of Neural Coding by : Rodrigo Quian Quiroga

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

Handbook of Developmental Systems Theory and Methodology

Author : Peter C. M. Molenaar
Publisher : Guilford Publications
ISBN 13 : 1462513077
Total Pages : 529 pages
Book Rating : 4.4/5 (625 download)

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Book Synopsis Handbook of Developmental Systems Theory and Methodology by : Peter C. M. Molenaar

Download or read book Handbook of Developmental Systems Theory and Methodology written by Peter C. M. Molenaar and published by Guilford Publications. This book was released on 2013-12-09 with total page 529 pages. Available in PDF, EPUB and Kindle. Book excerpt: Developmental systems theory provides powerful tools for predicting complex, dynamic interactions among biological and environmental processes in human behavior and health. This groundbreaking handbook provides a roadmap for integrating key concepts of developmental systems theory (such as self-organization, reciprocal dynamic interaction, and probabilistic epigenesis) and simulation models (connectionist and agent-based models) with advanced dynamic modeling approaches for testing these theories and models. Internationally renowned developmental science scholars present innovations in research design, measurement, and analysis that offer new means of generating evidence-based decisions to optimize the course of health and positive functioning across the life span. Topics include epigenetic development and evolution; the relationship between neural systems growth and psychological development; the role of family environments in shaping children's cognitive skills and associated adult outcomes, and more.

Who You Are

Author : Michael J. Spivey
Publisher : MIT Press
ISBN 13 : 0262358417
Total Pages : 377 pages
Book Rating : 4.2/5 (623 download)

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Book Synopsis Who You Are by : Michael J. Spivey

Download or read book Who You Are written by Michael J. Spivey and published by MIT Press. This book was released on 2020-03-30 with total page 377 pages. Available in PDF, EPUB and Kindle. Book excerpt: Why you are more than just a brain, more than just a brain-and-body, and more than all your assumptions about who you are. Who are you? Are you just a brain? A brain and a body? All the things you have done and the friends you have made? Many of us assume that who we really are is something deep inside us, an inner sanctuary that contains our true selves. In Who You Are, Michael Spivey argues that the opposite is true: that you are more than a brain, more than a brain-and-body, and more than all your assumptions about who you are. Rather than peeling layers away to reveal the inner you, Spivey traces who you are outward. You may already feel in your heart that something outside your body is actually part of you—a child, a place, a favorite book. Spivey confirms this intuition with scientific findings. With each chapter, Spivey incrementally expands a common definition of the self. After (gently) helping you to discard your assumptions about who you are, he draws on research in cognitive science and neuroscience to explain the back-and-forth among all the regions of the brain and the interaction between the brain and body. He then makes the case for understanding objects and locations in your environment as additional parts of who we are. Going even further, he shows that, just as interaction links brain, body, and environment, ever-expanding systems of interaction link humans to other humans, to nonhuman animals, and to nonliving matter. This may seem an interaction or two too far. But you don't have to take his word for it—just consider the evidence he presents.

Neural Codes and Distributed Representations

Author : L. F. Abbott
Publisher : MIT Press
ISBN 13 : 9780262511001
Total Pages : 378 pages
Book Rating : 4.5/5 (11 download)

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Book Synopsis Neural Codes and Distributed Representations by : L. F. Abbott

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.

An Introduction to Model-Based Cognitive Neuroscience

Author : Birte U. Forstmann
Publisher : Springer
ISBN 13 : 149392236X
Total Pages : 358 pages
Book Rating : 4.4/5 (939 download)

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Book Synopsis An Introduction to Model-Based Cognitive Neuroscience by : Birte U. Forstmann

Download or read book An Introduction to Model-Based Cognitive Neuroscience written by Birte U. Forstmann and published by Springer. This book was released on 2015-04-20 with total page 358 pages. Available in PDF, EPUB and Kindle. Book excerpt: Two recent innovations, the emergence of formal cognitive models and the addition of cognitive neuroscience data to the traditional behavioral data, have resulted in the birth of a new, interdisciplinary field of study: model-based cognitive neuroscience. Despite the increasing scientific interest in model-based cognitive neuroscience, few active researchers and even fewer students have a good knowledge of the two constituent disciplines. The main goal of this edited collection is to promote the integration of cognitive modeling and cognitive neuroscience. Experts in the field will provide tutorial-style chapters that explain particular techniques and highlight their usefulness through concrete examples and numerous case studies. The book will also include a thorough list of references pointing the reader towards additional literature and online resources.

Oxford Handbook of Face Perception

Author : Andy Calder
Publisher : OUP Oxford
ISBN 13 : 0191620904
Total Pages : 944 pages
Book Rating : 4.1/5 (916 download)

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Book Synopsis Oxford Handbook of Face Perception by : Andy Calder

Download or read book Oxford Handbook of Face Perception written by Andy Calder and published by OUP Oxford. This book was released on 2011-07-28 with total page 944 pages. Available in PDF, EPUB and Kindle. Book excerpt: The human face is unique among social stimuli in conveying such a variety of different characteristics. A person's identity, sex, race, age, emotional state, focus of attention, facial speech patterns, and attractiveness are all detected and interpreted with relative ease from the face. Humans also display a surprising degree of consistency in the extent to which personality traits, such as trustworthiness and likeability, are attributed to faces. In the past thirty years, face perception has become an area of major interest within psychology, with a rapidly expanding research base. Yet until now, there has been no comprehensive reference work bringing together this ever growing body of research. The Oxford Handbook of Face Perception is the most comprehensive and commanding review of the field ever published. It looks at the functional and neural mechanisms underlying the perception, representation, and interpretation of facial characteristics, such as identity, expression, eye gaze, attractiveness, personality, and race. It examines the development of these processes, their neural correlates in both human and non-human primates, congenital and acquired disorders resulting from their breakdown, and the theoretical and computational frameworks for their underlying mechanisms. With chapters by an international team of leading authorities from the brain sciences, the book is a landmark publication on face perception. For anyone looking for the definitive text on this burgeoning field, this is the essential book.

Sensory Cue Integration

Author : Julia Trommershauser
Publisher : Computational Neuroscience
ISBN 13 : 0195387244
Total Pages : 461 pages
Book Rating : 4.1/5 (953 download)

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Book Synopsis Sensory Cue Integration by : Julia Trommershauser

Download or read book Sensory Cue Integration written by Julia Trommershauser and published by Computational Neuroscience. This book was released on 2011 with total page 461 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is concerned with sensory cue integration both within and between sensory modalities, and focuses on the emerging way of thinking about cue combination in terms of uncertainty. These probabilistic approaches derive from the realization that our sensors are noisy and moreover are often affected by ambiguity. For example, mechanoreceptor outputs are variable and they cannot distinguish if a perceived force is caused by the weight of an object or by force we are producing ourselves. The probabilistic approaches elaborated in this book aim at formalizing the uncertainty of cues. They describe cue combination as the nervous system's attempt to minimize uncertainty in its estimates and to choose successful actions. Some computational approaches described in the chapters of this book are concerned with the application of such statistical ideas to real-world cue-combination problems. Others ask how uncertainty may be represented in the nervous system and used for cue combination. Importantly, across behavioral, electrophysiological and theoretical approaches, Bayesian statistics is emerging as a common language in which cue-combination problems can be expressed

Persistent Activity in the Brain – Functions and Origin

Author : Shintaro Funahashi
Publisher : Frontiers Media SA
ISBN 13 : 2889746003
Total Pages : 173 pages
Book Rating : 4.8/5 (897 download)

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Book Synopsis Persistent Activity in the Brain – Functions and Origin by : Shintaro Funahashi

Download or read book Persistent Activity in the Brain – Functions and Origin written by Shintaro Funahashi and published by Frontiers Media SA. This book was released on 2022-03-07 with total page 173 pages. Available in PDF, EPUB and Kindle. Book excerpt:

The Senses: A Comprehensive Reference

Author :
Publisher : Academic Press
ISBN 13 : 0128054093
Total Pages : 5215 pages
Book Rating : 4.1/5 (28 download)

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Book Synopsis The Senses: A Comprehensive Reference by :

Download or read book The Senses: A Comprehensive Reference written by and published by Academic Press. This book was released on 2020-09-30 with total page 5215 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Senses: A Comprehensive Reference, Second Edition, Seven Volume Set is a comprehensive reference work covering the range of topics that constitute current knowledge of the neural mechanisms underlying the different senses. This important work provides the most up-to-date, cutting-edge, comprehensive reference combining volumes on all major sensory modalities in one set. Offering 264 chapters from a distinguished team of international experts, The Senses lays out current knowledge on the anatomy, physiology, and molecular biology of sensory organs, in a collection of comprehensive chapters spanning 4 volumes. Topics covered include the perception, psychophysics, and higher order processing of sensory information, as well as disorders and new diagnostic and treatment methods. Written for a wide audience, this reference work provides students, scholars, medical doctors, as well as anyone interested in neuroscience, a comprehensive overview of the knowledge accumulated on the function of sense organs, sensory systems, and how the brain processes sensory input. As with the first edition, contributions from leading scholars from around the world will ensure The Senses offers a truly international portrait of sensory physiology. The set is the definitive reference on sensory neuroscience and provides the ultimate entry point into the review and original literature in Sensory Neuroscience enabling students and scientists to delve into the subject and deepen their knowledge. All-inclusive coverage of topics: updated edition offers readers the only current reference available covering neurobiology, physiology, anatomy, and molecular biology of sense organs and the processing of sensory information in the brain Authoritative content: world-leading contributors provide readers with a reputable, dynamic and authoritative account of the topics under discussion Comprehensive-style content: in-depth, complex coverage of topics offers students at upper undergraduate level and above full insight into topics under discussion

An Introductory Course in Computational Neuroscience

Author : Paul Miller
Publisher : MIT Press
ISBN 13 : 0262038250
Total Pages : 405 pages
Book Rating : 4.2/5 (62 download)

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Book Synopsis An Introductory Course in Computational Neuroscience by : Paul Miller

Download or read book An Introductory Course in Computational Neuroscience written by Paul Miller and published by MIT Press. This book was released on 2018-10-02 with total page 405 pages. Available in PDF, EPUB and Kindle. Book excerpt: A textbook for students with limited background in mathematics and computer coding, emphasizing computer tutorials that guide readers in producing models of neural behavior. This introductory text teaches students to understand, simulate, and analyze the complex behaviors of individual neurons and brain circuits. It is built around computer tutorials that guide students in producing models of neural behavior, with the associated Matlab code freely available online. From these models students learn how individual neurons function and how, when connected, neurons cooperate in a circuit. The book demonstrates through simulated models how oscillations, multistability, post-stimulus rebounds, and chaos can arise within either single neurons or circuits, and it explores their roles in the brain. The book first presents essential background in neuroscience, physics, mathematics, and Matlab, with explanations illustrated by many example problems. Subsequent chapters cover the neuron and spike production; single spike trains and the underlying cognitive processes; conductance-based models; the simulation of synaptic connections; firing-rate models of large-scale circuit operation; dynamical systems and their components; synaptic plasticity; and techniques for analysis of neuron population datasets, including principal components analysis, hidden Markov modeling, and Bayesian decoding. Accessible to undergraduates in life sciences with limited background in mathematics and computer coding, the book can be used in a “flipped” or “inverted” teaching approach, with class time devoted to hands-on work on the computer tutorials. It can also be a resource for graduate students in the life sciences who wish to gain computing skills and a deeper knowledge of neural function and neural circuits.

Statistical analysis of multi-cell recordings: linking population coding models to experimental data

Author : Matthias Bethge
Publisher : Frontiers E-books
ISBN 13 : 2889190129
Total Pages : 209 pages
Book Rating : 4.8/5 (891 download)

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Book Synopsis Statistical analysis of multi-cell recordings: linking population coding models to experimental data by : Matthias Bethge

Download or read book Statistical analysis of multi-cell recordings: linking population coding models to experimental data written by Matthias Bethge and published by Frontiers E-books. This book was released on 2012-01-01 with total page 209 pages. Available in PDF, EPUB and Kindle. Book excerpt: Modern recording techniques such as multi-electrode arrays and 2-photon imaging are capable of simultaneously monitoring the activity of large neuronal ensembles at single cell resolution. This makes it possible to study the dynamics of neural populations of considerable size, and to gain insights into their computations and functional organization. The key challenge with multi-electrode recordings is their high-dimensional nature. Understanding this kind of data requires powerful statistical techniques for capturing the structure of the neural population responses and their relation with external stimuli or behavioral observations. Contributions to this Research Topic should advance statistical modeling of neural populations. Questions of particular interest include: 1. What classes of statistical methods are most useful for modeling population activity? 2. What are the main limitations of current approaches, and what can be done to overcome them? 3. How can statistical methods be used to empirically test existing models of (probabilistic) population coding? 4. What role can statistical methods play in formulating novel hypotheses about the principles of information processing in neural populations? This Research Topic is connected to a one day workshop at the Computational Neuroscience Meeting 2009 in Berlin (http://www.cnsorg.org/2009/workshops.shtml and http://www.kyb.tuebingen.mpg.de/bethge/workshops/cns2009/)

Neural Computation and Psychology

Author : Leslie S. Smith
Publisher : Springer Science & Business Media
ISBN 13 : 1447135792
Total Pages : 232 pages
Book Rating : 4.4/5 (471 download)

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Book Synopsis Neural Computation and Psychology by : Leslie S. Smith

Download or read book Neural Computation and Psychology written by Leslie S. Smith and published by Springer Science & Business Media. This book was released on 2013-06-29 with total page 232 pages. Available in PDF, EPUB and Kindle. Book excerpt: The papers that appear in this volume are refereed versions of presenta tions made at the third Neural Computation and Psychology Workshop, held at Stirling University, Scotland, from 31 August to 2 September 1994. The aim of this series of conferences has been to explore the interface between Neural Computing and Psychology: this has been a fruitful area for many researchers for a number of reasons. The development ofNeural Computation has supplied tools to researchers in Cognitive Neuroscience, allowing them to look at possible mechanisms for implementing theories which would otherwise remain 'black box' techniques. These theories may be high-level theories, concerned with interaction between a number of brain areas, or low-level, describing the way in which smaller local groups of neurons behave. Neural Computation techniques have allowed computer scientists to implement systems which are based on how real brains appear to function, providing effective pattern recognition systems. We can thus mount a two-pronged attack on perception. The papers here come from both the Cognitive Psychology viewpoint and from the Computer Science viewpoint: it is a mark of the growing maturity of the interface between the two subjects that they can under stand each other's papers, and the level of discussion at the workshop itself showed how important each camp considers the other to be. The papers here are divided into four sections, reflecting the primary areas of the material.