Matlab For Brain And Cognitive Scientists

Matlab For Brain And Cognitive Scientists Book in PDF, ePub and Kindle version is available to download in english. Read online anytime anywhere directly from your device. Click on the download button below to get a free pdf file of Matlab For Brain And Cognitive Scientists book. This book definitely worth reading, it is an incredibly well-written.

MATLAB for Brain and Cognitive Scientists

Mike X Cohen
MATLAB for Brain and Cognitive Scientists Book PDF

Author : Mike X Cohen
Publisher : MIT Press
Page : 572 pages
File Size : 50,9 Mb
Release : 2017-05-12
Category : Science
ISBN : 9780262035828

Get Book

MATLAB for Brain and Cognitive Scientists by Mike X Cohen Pdf

An introduction to a popular programming language for neuroscience research, taking the reader from beginning to intermediate and advanced levels of MATLAB programming. MATLAB is one of the most popular programming languages for neuroscience and psychology research. Its balance of usability, visualization, and widespread use makes it one of the most powerful tools in a scientist's toolbox. In this book, Mike Cohen teaches brain scientists how to program in MATLAB, with a focus on applications most commonly used in neuroscience and psychology. Although most MATLAB tutorials will abandon users at the beginner's level, leaving them to sink or swim, MATLAB for Brain and Cognitive Scientists takes readers from beginning to intermediate and advanced levels of MATLAB programming, helping them gain real expertise in applications that they will use in their work. The book offers a mix of instructive text and rigorous explanations of MATLAB code along with programming tips and tricks. The goal is to teach the reader how to program data analyses in neuroscience and psychology. Readers will learn not only how to but also how not to program, with examples of bad code that they are invited to correct or improve. Chapters end with exercises that test and develop the skills taught in each chapter. Interviews with neuroscientists and cognitive scientists who have made significant contributions their field using MATLAB appear throughout the book. MATLAB for Brain and Cognitive Scientists is an essential resource for both students and instructors, in the classroom or for independent study.

MATLAB for Brain and Cognitive Scientists

Mike X Cohen
MATLAB for Brain and Cognitive Scientists Book PDF

Author : Mike X Cohen
Publisher : MIT Press
Page : 572 pages
File Size : 49,9 Mb
Release : 2017-07-14
Category : Science
ISBN : 9780262338424

Get Book

MATLAB for Brain and Cognitive Scientists by Mike X Cohen Pdf

An introduction to a popular programming language for neuroscience research, taking the reader from beginning to intermediate and advanced levels of MATLAB programming. MATLAB is one of the most popular programming languages for neuroscience and psychology research. Its balance of usability, visualization, and widespread use makes it one of the most powerful tools in a scientist's toolbox. In this book, Mike Cohen teaches brain scientists how to program in MATLAB, with a focus on applications most commonly used in neuroscience and psychology. Although most MATLAB tutorials will abandon users at the beginner's level, leaving them to sink or swim, MATLAB for Brain and Cognitive Scientists takes readers from beginning to intermediate and advanced levels of MATLAB programming, helping them gain real expertise in applications that they will use in their work. The book offers a mix of instructive text and rigorous explanations of MATLAB code along with programming tips and tricks. The goal is to teach the reader how to program data analyses in neuroscience and psychology. Readers will learn not only how to but also how not to program, with examples of bad code that they are invited to correct or improve. Chapters end with exercises that test and develop the skills taught in each chapter. Interviews with neuroscientists and cognitive scientists who have made significant contributions their field using MATLAB appear throughout the book. MATLAB for Brain and Cognitive Scientists is an essential resource for both students and instructors, in the classroom or for independent study.

MATLAB for Neuroscientists

Pascal Wallisch,Michael E. Lusignan,Marc D. Benayoun,Tanya I. Baker,Adam Seth Dickey,Nicholas G. Hatsopoulos
MATLAB for Neuroscientists Book PDF

Author : Pascal Wallisch,Michael E. Lusignan,Marc D. Benayoun,Tanya I. Baker,Adam Seth Dickey,Nicholas G. Hatsopoulos
Publisher : Academic Press
Page : 571 pages
File Size : 54,8 Mb
Release : 2014-01-09
Category : Psychology
ISBN : 9780123838377

Get Book

MATLAB for Neuroscientists by Pascal Wallisch,Michael E. Lusignan,Marc D. Benayoun,Tanya I. Baker,Adam Seth Dickey,Nicholas G. Hatsopoulos Pdf

MATLAB for Neuroscientists serves as the only complete study manual and teaching resource for MATLAB, the globally accepted standard for scientific computing, in the neurosciences and psychology. This unique introduction can be used to learn the entire empirical and experimental process (including stimulus generation, experimental control, data collection, data analysis, modeling, and more), and the 2nd Edition continues to ensure that a wide variety of computational problems can be addressed in a single programming environment. This updated edition features additional material on the creation of visual stimuli, advanced psychophysics, analysis of LFP data, choice probabilities, synchrony, and advanced spectral analysis. Users at a variety of levels—advanced undergraduates, beginning graduate students, and researchers looking to modernize their skills—will learn to design and implement their own analytical tools, and gain the fluency required to meet the computational needs of neuroscience practitioners. The first complete volume on MATLAB focusing on neuroscience and psychology applications Problem-based approach with many examples from neuroscience and cognitive psychology using real data Illustrated in full color throughout Careful tutorial approach, by authors who are award-winning educators with strong teaching experience

Analyzing Neural Time Series Data

Mike X Cohen
Analyzing Neural Time Series Data Book PDF

Author : Mike X Cohen
Publisher : MIT Press
Page : 615 pages
File Size : 44,5 Mb
Release : 2014-01-17
Category : Psychology
ISBN : 9780262019873

Get Book

Analyzing Neural Time Series Data by Mike X Cohen Pdf

A comprehensive guide to the conceptual, mathematical, and implementational aspects of analyzing electrical brain signals, including data from MEG, EEG, and LFP recordings. This book offers a comprehensive guide to the theory and practice of analyzing electrical brain signals. It explains the conceptual, mathematical, and implementational (via Matlab programming) aspects of time-, time-frequency- and synchronization-based analyses of magnetoencephalography (MEG), electroencephalography (EEG), and local field potential (LFP) recordings from humans and nonhuman animals. It is the only book on the topic that covers both the theoretical background and the implementation in language that can be understood by readers without extensive formal training in mathematics, including cognitive scientists, neuroscientists, and psychologists. Readers who go through the book chapter by chapter and implement the examples in Matlab will develop an understanding of why and how analyses are performed, how to interpret results, what the methodological issues are, and how to perform single-subject-level and group-level analyses. Researchers who are familiar with using automated programs to perform advanced analyses will learn what happens when they click the “analyze now” button. The book provides sample data and downloadable Matlab code. Each of the 38 chapters covers one analysis topic, and these topics progress from simple to advanced. Most chapters conclude with exercises that further develop the material covered in the chapter. Many of the methods presented (including convolution, the Fourier transform, and Euler's formula) are fundamental and form the groundwork for other advanced data analysis methods. Readers who master the methods in the book will be well prepared to learn other approaches.

Calculus for Cognitive Scientists

James K. Peterson
Calculus for Cognitive Scientists Book PDF

Author : James K. Peterson
Publisher : Springer
Page : 556 pages
File Size : 53,5 Mb
Release : 2016-02-09
Category : Technology & Engineering
ISBN : 9789812878779

Get Book

Calculus for Cognitive Scientists by James K. Peterson Pdf

This book offers a self-study program on how mathematics, computer science and science can be profitably and seamlessly intertwined. This book focuses on two variable ODE models, both linear and nonlinear, and highlights theoretical and computational tools using MATLAB to explain their solutions. It also shows how to solve cable models using separation of variables and the Fourier Series.

An Introductory Course in Computational Neuroscience

Paul Miller
An Introductory Course in Computational Neuroscience Book PDF

Author : Paul Miller
Publisher : MIT Press
Page : 405 pages
File Size : 43,5 Mb
Release : 2018-10-02
Category : Science
ISBN : 9780262038256

Get Book

An Introductory Course in Computational Neuroscience by Paul Miller Pdf

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.

Experiments and Modeling in Cognitive Science

Fabien Mathy,Mustapha Chekaf
Experiments and Modeling in Cognitive Science Book PDF

Author : Fabien Mathy,Mustapha Chekaf
Publisher : Elsevier
Page : 302 pages
File Size : 48,9 Mb
Release : 2018-11-22
Category : Psychology
ISBN : 9780081027974

Get Book

Experiments and Modeling in Cognitive Science by Fabien Mathy,Mustapha Chekaf Pdf

Software Simulation and Modeling in Psychology: MATLAB, SPSS, Excel and E-Prime describes all the stages of psychology experimentation, from the manipulation of factors, to statistical analysis, data modeling, and automated stimuli creation. The book shows how software can help automate various stages of the experiment for which operations may quickly become repetitive. For example, it shows how to compile data files (instead of opening files one by one to copy and paste), generate stimuli (instead of drawing one by one in a drawing software), and transform and recode tables of data. This type of modeling in psychology helps determine if a model fits the data, and also demonstrates that the algorithmic is not only useful, but essential for modeling data. Covers the entire process of experimenting, from designing an experiment, to modeling the data Shows how software can help automate various stages of the experiment for which operations may quickly become repetitive Contains sections on how to compile data files (instead of opening files one by one to copy and paste) and generate stimuli (instead of drawing one by one in a drawing software)

Cognitive Science

Neil A. Stillings
Cognitive Science Book PDF

Author : Neil A. Stillings
Publisher : MIT Press
Page : 556 pages
File Size : 43,6 Mb
Release : 1995
Category : Psychology
ISBN : 0262691752

Get Book

Cognitive Science by Neil A. Stillings Pdf

Cognitive Science is a single-source undergraduate text that broadly surveys the theories and empirical results of cognitive science within a consistent computational perspective. In addition to covering the individual contributions of psychology, philosophy, linguistics, and artificial intelligence to cognitive science, the book has been revised to introduce the connectionist approach as well as the classical symbolic approach and adds a new chapter on cognitively related advances in neuroscience. Cognitive science is a rapidly evolving field that is characterized by considerable contention among different views and approaches. Cognitive Science presents these in a relatively neutral manner. It covers many new orientations theories and findings, embedding them in an integrated computational perspective and establishing a sense of continuity and contrast with more traditional work in cognitive science. The text assumes no prerequisite knowledge, introducing all topics in a uniform, accessible style. Many topics, such as natural language processing and vision, however, are developed in considerable depth, which allows the book to be used with more advanced undergraduates or even in beginning graduate settings. A Bradford Book

Radical Embodied Cognitive Science

Anthony Chemero
Radical Embodied Cognitive Science Book PDF

Author : Anthony Chemero
Publisher : MIT Press
Page : 269 pages
File Size : 50,6 Mb
Release : 2011-08-19
Category : Philosophy
ISBN : 9780262516471

Get Book

Radical Embodied Cognitive Science by Anthony Chemero Pdf

A proposal for a new way to do cognitive science argues that cognition should be described in terms of agent-environment dynamics rather than computation and representation. While philosophers of mind have been arguing over the status of mental representations in cognitive science, cognitive scientists have been quietly engaged in studying perception, action, and cognition without explaining them in terms of mental representation. In this book, Anthony Chemero describes this nonrepresentational approach (which he terms radical embodied cognitive science), puts it in historical and conceptual context, and applies it to traditional problems in the philosophy of mind. Radical embodied cognitive science is a direct descendant of the American naturalist psychology of William James and John Dewey, and follows them in viewing perception and cognition to be understandable only in terms of action in the environment. Chemero argues that cognition should be described in terms of agent-environment dynamics rather than in terms of computation and representation. After outlining this orientation to cognition, Chemero proposes a methodology: dynamical systems theory, which would explain things dynamically and without reference to representation. He also advances a background theory: Gibsonian ecological psychology, “shored up” and clarified. Chemero then looks at some traditional philosophical problems (reductionism, epistemological skepticism, metaphysical realism, consciousness) through the lens of radical embodied cognitive science and concludes that the comparative ease with which it resolves these problems, combined with its empirical promise, makes this approach to cognitive science a rewarding one. “Jerry Fodor is my favorite philosopher,” Chemero writes in his preface, adding, “I think that Jerry Fodor is wrong about nearly everything.” With this book, Chemero explains nonrepresentational, dynamical, ecological cognitive science as clearly and as rigorously as Jerry Fodor explained computational cognitive science in his classic work The Language of Thought.

Fundamentals of Computational Neuroscience

Thomas Trappenberg
Fundamentals of Computational Neuroscience Book PDF

Author : Thomas Trappenberg
Publisher : Oxford University Press
Page : 417 pages
File Size : 53,6 Mb
Release : 2010
Category : Mathematics
ISBN : 9780199568413

Get Book

Fundamentals of Computational Neuroscience by Thomas Trappenberg Pdf

The new edition of Fundamentals of Computational Neuroscience build on the success and strengths of the first edition. Completely redesigned and revised, it introduces the theoretical foundations of neuroscience with a focus on the nature of information processing in the brain.

Neural Data Science

Erik Lee Nylen,Pascal Wallisch
Neural Data Science Book PDF

Author : Erik Lee Nylen,Pascal Wallisch
Publisher : Academic Press
Page : 370 pages
File Size : 46,5 Mb
Release : 2017-02-24
Category : Science
ISBN : 9780128040980

Get Book

Neural Data Science by Erik Lee Nylen,Pascal Wallisch Pdf

A Primer with MATLAB® and PythonTM present important information on the emergence of the use of Python, a more general purpose option to MATLAB, the preferred computation language for scientific computing and analysis in neuroscience. This book addresses the snake in the room by providing a beginner’s introduction to the principles of computation and data analysis in neuroscience, using both Python and MATLAB, giving readers the ability to transcend platform tribalism and enable coding versatility. Includes discussions of both MATLAB and Python in parallel Introduces the canonical data analysis cascade, standardizing the data analysis flow Presents tactics that strategically, tactically, and algorithmically help improve the organization of code

Cognitive Science

Benjamin Martin Bly,David E. Rumelhart
Cognitive Science Book PDF

Author : Benjamin Martin Bly,David E. Rumelhart
Publisher : Elsevier
Page : 391 pages
File Size : 55,6 Mb
Release : 1999-10-18
Category : Computers
ISBN : 0080488501

Get Book

Cognitive Science by Benjamin Martin Bly,David E. Rumelhart Pdf

The interdisciplinary field of cognitive science brings together elements of cognitive psychology, mathematics, perception, and linguistics. Focusing on the main areas of exploration in this field today, Cognitive Science presents comprehensive overviews of research findings and discusses new cross-over areas of interest. Contributors represent the most senior and well-established names in the field. This volume serves as a high-level introduction, with sufficient breadth to be a graduate-level text, and enough depth to be a valued reference source to researchers.

Mind, second edition

Paul Thagard
Mind second edition Book PDF

Author : Paul Thagard
Publisher : MIT Press
Page : 279 pages
File Size : 49,8 Mb
Release : 2005-02-04
Category : Psychology
ISBN : 9780262701099

Get Book

Mind, second edition by Paul Thagard Pdf

Cognitive science approaches the study of mind and intelligence from an interdisciplinary perspective, working at the intersection of philosophy, psychology, artificial intelligence, neuroscience, linguistics, and anthropology. With Mind, Paul Thagard offers an introduction to this interdisciplinary field for readers who come to the subject with very different backgrounds. It is suitable for classroom use by students with interests ranging from computer science and engineering to psychology and philosophy. Thagard's systematic descriptions and evaluations of the main theories of mental representation advanced by cognitive scientists allow students to see that there are many complementary approaches to the investigation of mind. The fundamental theoretical perspectives he describes include logic, rules, concepts, analogies, images, and connections (artificial neural networks). The discussion of these theories provides an integrated view of the different achievements of the various fields of cognitive science. This second edition includes substantial revision and new material. Part I, which presents the different theoretical approaches, has been updated in light of recent work the field. Part II, which treats extensions to cognitive science, has been thoroughly revised, with new chapters added on brains, emotions, and consciousness. Other additions include a list of relevant Web sites at the end of each chapter and a glossary at the end of the book. As in the first edition, each chapter concludes with a summary and suggestions for further reading.

Dynamic Thinking

Gregor Schöner,John P. Spencer,D. F. T. Research Group
Dynamic Thinking Book PDF

Author : Gregor Schöner,John P. Spencer,D. F. T. Research Group
Publisher : Oxford University Press
Page : 421 pages
File Size : 54,6 Mb
Release : 2016
Category : Psychology
ISBN : 9780199300563

Get Book

Dynamic Thinking by Gregor Schöner,John P. Spencer,D. F. T. Research Group Pdf

"This book describes a new theoretical approach--Dynamic Field Theory (DFT)--that explains how people think and act"--

The Ecological Brain

Luis H. H. Favela
The Ecological Brain Book PDF

Author : Luis H. H. Favela
Publisher : Taylor & Francis
Page : 262 pages
File Size : 47,7 Mb
Release : 2023-12-22
Category : Psychology
ISBN : 9781003830405

Get Book

The Ecological Brain by Luis H. H. Favela Pdf

The Ecological Brain is the first book of its kind, using complexity science to integrate the seemingly disparate fields of ecological psychology and neuroscience. The book develops a unique framework for unifying investigations and explanations of mind that span brain, body, and environment: the NeuroEcological Nexus Theory (NExT). Beginning with an introduction to the history of the fields, the author provides an assessment of why ecological psychology and neuroscience are commonly viewed as irreconcilable methods for investigating and explaining cognition, intelligent behavior, and the systems that realize them. The book then progresses to its central aim: presenting a unified investigative and explanatory framework offering concepts, methods, and theories applicable across neural and ecological scales of investigation. By combining the core principles of ecological psychology, neural population dynamics, and synergetics under a unified complexity science approach, NExT offers a compressive investigative framework to explain and understand neural, bodily, and environmental contributions to perception-action and other forms of intelligent behavior and thought. The book progresses the conversation around the role of brains in ecological psychology, as well as bodies and environments in neuroscience. It is essential reading for all students of ecological psychology, perception, cognitive sciences, and neuroscience, as well as anyone interested in the history and philosophy of the brain/mind sciences and their state-of-the-art methods and theories.