Introduction to Modeling Cognitive Processes PDF Download
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Author: Tom Verguts
Publisher: MIT Press
ISBN: 0262045362
Category : Science
Languages : en
Pages : 265
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Book Description
An introduction to computational modeling for cognitive neuroscientists, covering both foundational work and recent developments. Cognitive neuroscientists need sophisticated conceptual tools to make sense of their field’s proliferation of novel theories, methods, and data. Computational modeling is such a tool, enabling researchers to turn theories into precise formulations. This book offers a mathematically gentle and theoretically unified introduction to modeling cognitive processes. Theoretical exercises of varying degrees of difficulty throughout help readers develop their modeling skills. After a general introduction to cognitive modeling and optimization, the book covers models of decision making; supervised learning algorithms, including Hebbian learning, delta rule, and backpropagation; the statistical model analysis methods of model parameter estimation and model evaluation; the three recent cognitive modeling approaches of reinforcement learning, unsupervised learning, and Bayesian models; and models of social interaction. All mathematical concepts are introduced gradually, with no background in advanced topics required. Hints and solutions for exercises and a glossary follow the main text. All code in the book is Python, with the Spyder editor in the Anaconda environment. A GitHub repository with Python files enables readers to access the computer code used and start programming themselves. The book is suitable as an introduction to modeling cognitive processes for students across a range of disciplines and as a reference for researchers interested in a broad overview.
Author: Tom Verguts
Publisher: MIT Press
ISBN: 0262045362
Category : Science
Languages : en
Pages : 265
Get Book Here
Book Description
An introduction to computational modeling for cognitive neuroscientists, covering both foundational work and recent developments. Cognitive neuroscientists need sophisticated conceptual tools to make sense of their field’s proliferation of novel theories, methods, and data. Computational modeling is such a tool, enabling researchers to turn theories into precise formulations. This book offers a mathematically gentle and theoretically unified introduction to modeling cognitive processes. Theoretical exercises of varying degrees of difficulty throughout help readers develop their modeling skills. After a general introduction to cognitive modeling and optimization, the book covers models of decision making; supervised learning algorithms, including Hebbian learning, delta rule, and backpropagation; the statistical model analysis methods of model parameter estimation and model evaluation; the three recent cognitive modeling approaches of reinforcement learning, unsupervised learning, and Bayesian models; and models of social interaction. All mathematical concepts are introduced gradually, with no background in advanced topics required. Hints and solutions for exercises and a glossary follow the main text. All code in the book is Python, with the Spyder editor in the Anaconda environment. A GitHub repository with Python files enables readers to access the computer code used and start programming themselves. The book is suitable as an introduction to modeling cognitive processes for students across a range of disciplines and as a reference for researchers interested in a broad overview.
Author: Lee W. Gregg
Publisher: Routledge
ISBN: 1317246543
Category : Psychology
Languages : en
Pages : 190
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Book Description
Originally published in 1980, this title began as a set of questions posed by faculty on the campus of Carnegie-Mellon University: What do we know about how people write? What do we need to know to help people write better? This resulted in an interdisciplinary symposium on "Cognitive Processes in Writing" and subsequently this book, which includes the papers from the symposium as well as further contributions from several of the attendees. It presents a good picture of what research had shown about how people write, of what people were trying to find out at the time and what needed to be done.
Author: Roberto Serra
Publisher: Springer Science & Business Media
ISBN: 3642466788
Category : Computers
Languages : en
Pages : 208
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Book Description
This volume describes our intellectual path from the physics of complex sys tems to the science of artificial cognitive systems. It was exciting to discover that many of the concepts and methods which succeed in describing the self organizing phenomena of the physical world are relevant also for understand ing cognitive processes. Several nonlinear physicists have felt the fascination of such discovery in recent years. In this volume, we will limit our discussion to artificial cognitive systems, without attempting to model either the cognitive behaviour or the nervous structure of humans or animals. On the one hand, such artificial systems are important per se; on the other hand, it can be expected that their study will shed light on some general principles which are relevant also to biological cognitive systems. The main purpose of this volume is to show that nonlinear dynamical systems have several properties which make them particularly attractive for reaching some of the goals of artificial intelligence. The enthusiasm which was mentioned above must however be qualified by a critical consideration of the limitations of the dynamical systems approach. Understanding cognitive processes is a tremendous scientific challenge, and the achievements reached so far allow no single method to claim that it is the only valid one. In particular, the approach based upon nonlinear dynamical systems, which is our main topic, is still in an early stage of development.
Author: Nobuo Ohta
Publisher: Springer Science & Business Media
ISBN: 9784431239994
Category : Psychology
Languages : en
Pages : 430
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Book Description
The conference from which this book derives took place in Tsukuba, Japan in March 2004. The fifth in a continuing series of conferences, this one was organized to examine dynamic processes in "lower order" cognition from perception to attention to memory, considering both the behavioral and the neural levels. We were fortunate to attract a terrific group of con tributors representing five countries, which resulted in an exciting confer ence and, as the reader will quickly discover, an excellent set of chapters. In Chapter 1, we will provide a sketchy "road map" to these chapters, elu cidating some of the themes that emerged at the conference. The conference itself was wonderful. We very much enjoyed the vari ety of viewpoints and issues that we all had the opportunity to grapple with. There were lively and spirited exchanges, and many chances to talk to each other about exciting new research, precisely what a good confer ence should promote. We hope that the readers of this book will have the same experience—moving from careful experimental designs in the cogni tive laboratory to neural mechanisms measured by new technologies, from the laboratory to the emergency room, from perceptual learning to changes in memory over decades, all the while squarely focusing on how best to explain cognition, not simply to measure it. Ultimately, the goal of science is, of course, explanation. We also hope that the reader will come away absolutely convinced that cognition is a thoroughly dynamic, interactive system.
Author: Richard P. Cooper With Contributi
Publisher: Psychology Press
ISBN: 1135646821
Category : Psychology
Languages : en
Pages : 419
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Book Description
This book is a practical guide to building computational models of high-level cognitive processes and systems. High-level processes are those central cognitive processes involved in thinking, reasoning, planning, and so on. These processes appear to share representational and processing requirements, and it is for this reason that they are considered together in this text. The book is divided into three parts. Part I considers foundational and background issues. Part II provides a series of case studies spanning a range of cognitive domains. Part III reflects upon issues raised by the case studies. Teachers of cognitive modeling may use material from Part I to structure lectures and practical sessions, with chapters in Part II forming the basis of in-depth student projects. All models discussed in this book are developed within the COGENT environments. COGENT provides a graphical interface in which models may be sketched as "box and arrow" diagrams and is both a useful teaching tool and a productive research tool. As such, this book is designed to be of use to both students of cognitive modeling and active researchers. For students, the book provides essential background material plus an extensive set of example models, exercises and project material. Researchers of both symbolic and connectionist persuasions will find the book of interest for its approach to cognitive modeling, which emphasizes methodological issues. They will also find that the COGENT environment itself has much to offer.
Author: David L. Hamilton
Publisher: Psychology Press
ISBN: 1317362063
Category : Psychology
Languages : en
Pages : 378
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Book Description
Originally published in 1981, this volume brings together contributions by several of the authors whose research had contributed significantly to the recent advances in our understanding of the role of cognitive processes in stereotyping and intergroup behaviour at the time. While each chapter reflects a cognitive approach to its subject matter, a broad range of topics, issues, and contexts is addressed by this collection of authors. In the introductory chapter the authors present an historical overview of psychological research on stereotyping, discussing historical trends in this literature and summarizing the conceptual orientations which had guided research in this area at the time. This chapter not only provides useful background information for the reader but also presents a broader context within which the current cognitively oriented research, on which the remaining chapters focus, can be viewed. Each of the next six chapters reports on integrative program of studies bearing on some aspect of the relationship of cognitive functioning to stereotyping and/or intergroup behaviour.
Author: Jagannath Prasad Das
Publisher: Allyn & Bacon
ISBN:
Category : Education
Languages : en
Pages : 264
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Book Description
In eleven comprehensive chapters the authors provide a complete summary of the PASS (Planning, Attention, Simultaneous, and Successive) model, detail the experimental research, compare the relationship between the model and traditional IQ tests, and recommend a remediation procedure for cognitive dysfunctions. Included are a complete overview of the authors' theoretical approach, separate chapters dealing with each of the major components of the theory, a comprehensive description of the development of assessment procedures, including the DN:CAS battery, a look at the detection of deficits and remediation, and a final chapter on the authors' views of the future. Clinical Psychologists who conduct patient assessments for intelligence. A Longwood Professional Book.
Author: Joseph H. Danks
Publisher: SAGE Publications, Incorporated
ISBN:
Category : Language Arts & Disciplines
Languages : en
Pages : 304
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Book Description
This volume focuses on the relationship between translation theory, translation research and translation practice. Applying many of the concepts and methods of cognitive science to translation the contributors provide an improvement in quality.
Author: David Groome
Publisher: Psychology Press
ISBN: 9780863776397
Category : Medical
Languages : en
Pages : 376
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Book Description
This is a comprehensive undergraduate textbook which provides, in a single volume, chapters on both normal cognitive function and related clinical disorder.
Author: Jackie Guendouzi
Publisher: Psychology Press
ISBN: 1136945245
Category : Medical
Languages : en
Pages : 845
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Book Description
This handbook includes an overview of those areas of cognition and language processing that are relevant to the field of communication disorders, and provides examples of theoretical approaches to problems and issues in communication disorders. The first section includes a collection of chapters that outline some of the basic considerations and areas of cognition and language that underlie communication processing; a second section explains and exemplifies some of the influential theories of psycholinguistic/cognitive processing; and the third section illustrates theoretical applications to clinical populations. There is coverage of theories that have been either seminal or controversial in the research of communication disorders. Given the increasing multi-cultural workload of many practitioners working with clinical populations, chapters relating to bilingual populations are also included. The volume book provides a single interdisciplinary source where researchers and students can access information on psycholinguistic and cognitive processing theories relevant to clinical populations. A range of theories, models, and perspectives are provided. The range of topics and issues illustrate the relevance of a dynamic interaction between theoretical and applied work, and retains the complexity of psycholinguistic and cognitive theory for readers (both researchers and graduate students) whose primary interest is the field of communication disorders.
