Perception As Bayesian Inference
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Perception As Bayesian Inference
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Author : David C. Knill
language : en
Publisher: Cambridge University Press
Release Date : 1996-09-13
Perception As Bayesian Inference written by David C. Knill and has been published by Cambridge University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 1996-09-13 with Computers categories.
This 1996 book describes an exciting theoretical paradigm for visual perception based on experimental and computational insights.
Perception As Bayesian Inference
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Author : Adam Binch
language : en
Publisher:
Release Date : 2014
Perception As Bayesian Inference written by Adam Binch and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014 with categories.
Bayesian Models Of Perception And Action
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Author : Wei Ji Ma
language : en
Publisher: MIT Press
Release Date : 2023-08-08
Bayesian Models Of Perception And Action written by Wei Ji Ma and has been published by MIT Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-08-08 with Science categories.
An accessible introduction to constructing and interpreting Bayesian models of perceptual decision-making and action. Many forms of perception and action can be mathematically modeled as probabilistic—or Bayesian—inference, a method used to draw conclusions from uncertain evidence. According to these models, the human mind behaves like a capable data scientist or crime scene investigator when dealing with noisy and ambiguous data. This textbook provides an approachable introduction to constructing and reasoning with probabilistic models of perceptual decision-making and action. Featuring extensive examples and illustrations, Bayesian Models of Perception and Action is the first textbook to teach this widely used computational framework to beginners. Introduces Bayesian models of perception and action, which are central to cognitive science and neuroscience Beginner-friendly pedagogy includes intuitive examples, daily life illustrations, and gradual progression of complex concepts Broad appeal for students across psychology, neuroscience, cognitive science, linguistics, and mathematics Written by leaders in the field of computational approaches to mind and brain
Probabilistic Models Of The Brain
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Author : Rajesh P.N. Rao
language : en
Publisher: MIT Press
Release Date : 2002-03-29
Probabilistic Models Of The Brain written by Rajesh P.N. Rao and has been published by MIT Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2002-03-29 with Medical categories.
A survey of probabilistic approaches to modeling and understanding brain function. Neurophysiological, neuroanatomical, and brain imaging studies have helped to shed light on how the brain transforms raw sensory information into a form that is useful for goal-directed behavior. A fundamental question that is seldom addressed by these studies, however, is why the brain uses the types of representations it does and what evolutionary advantage, if any, these representations confer. It is difficult to address such questions directly via animal experiments. A promising alternative is to use probabilistic principles such as maximum likelihood and Bayesian inference to derive models of brain function. This book surveys some of the current probabilistic approaches to modeling and understanding brain function. Although most of the examples focus on vision, many of the models and techniques are applicable to other modalities as well. The book presents top-down computational models as well as bottom-up neurally motivated models of brain function. The topics covered include Bayesian and information-theoretic models of perception, probabilistic theories of neural coding and spike timing, computational models of lateral and cortico-cortical feedback connections, and the development of receptive field properties from natural signals.
Inference And Consciousness
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Author : Timothy Chan
language : en
Publisher: Routledge
Release Date : 2019-12-11
Inference And Consciousness written by Timothy Chan and has been published by Routledge this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-12-11 with Philosophy categories.
Inference has long been a central concern in epistemology, as an essential means by which we extend our knowledge and test our beliefs. Inference is also a key notion in influential psychological accounts of mental capacities, ranging from problem-solving to perception. Consciousness, on the other hand, has arguably been the defining interest of philosophy of mind over recent decades. Comparatively little attention, however, has been devoted to the significance of consciousness for the proper understanding of the nature and role of inference. It is commonly suggested that inference may be either conscious or unconscious. Yet how unified are these various supposed instances of inference? Does either enjoy explanatory priority in relation to the other? In what way, or ways, can an inference be conscious, or fail to be conscious, and how does this matter? This book brings together original essays from established scholars and emerging theorists that showcase how several current debates in epistemology, philosophy of psychology and philosophy of mind can benefit from more reflections on these and related questions about the significance of consciousness for inference.
The Sage Encyclopedia Of Theory In Psychology
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Author : Harold L. Miller, Jr.
language : en
Publisher: SAGE Publications
Release Date : 2016-01-05
The Sage Encyclopedia Of Theory In Psychology written by Harold L. Miller, Jr. and has been published by SAGE Publications this book supported file pdf, txt, epub, kindle and other format this book has been release on 2016-01-05 with Social Science categories.
Drawing together a team of international scholars, The SAGE Encyclopedia of Theory in Psychology examines the contemporary landscape of all the key theories and theorists, presenting them in the context needed to understand their strengths and weaknesses. Key features include: · Approximately 300 signed entries fill two volumes · Entries are followed by Cross-References and Further Readings · A Reader′s Guide in the front matter groups entries thematically · A detailed Index and the Cross-References provide for effective search-and-browse in the electronic version · Back matter includes a Chronology of theory within the field of psychology, a Master Bibliography, and an annotated Resource Guide to classic books in this field, journals, associations, and their websites The SAGE Encyclopedia of Theory in Psychology is an exceptional and scholarly source for researching the theory of psychology, making it a must-have reference for all academic libraries.
Neural Mechanisms
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Author : Fabrizio Calzavarini
language : en
Publisher: Springer Nature
Release Date : 2020-12-02
Neural Mechanisms written by Fabrizio Calzavarini and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-12-02 with Philosophy categories.
This volume brings together new papers advancing contemporary debates in foundational, conceptual, and methodological issues in cognitive neuroscience. The different perspectives presented in each chapter have previously been discussed between the authors, as the volume builds on the experience of Neural Mechanisms (NM) Online – webinar series on the philosophy of neuroscience organized by the editors of this volume. The contributed chapters pertain to five core areas in current philosophy of neuroscience. It surveys the novel forms of explanation (and prediction) developed in cognitive neuroscience, and looks at new concepts, methods and techniques used in the field. The book also highlights the metaphysical challenges raised by recent neuroscience and demonstrates the relation between neuroscience and mechanistic philosophy. Finally, the book dives into the issue of neural computations and representations. Assembling contributions from leading philosophers of neuroscience, this work draws upon the expertise of both established scholars and promising early career researchers.
The Cognitive Neurosciences Sixth Edition
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Author : David Poeppel
language : en
Publisher: MIT Press
Release Date : 2020-04-21
The Cognitive Neurosciences Sixth Edition written by David Poeppel and has been published by MIT Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-04-21 with Science categories.
The sixth edition of the foundational reference on cognitive neuroscience, with entirely new material that covers the latest research, experimental approaches, and measurement methodologies. Each edition of this classic reference has proved to be a benchmark in the developing field of cognitive neuroscience. The sixth edition of The Cognitive Neurosciences continues to chart new directions in the study of the biological underpinnings of complex cognition—the relationship between the structural and physiological mechanisms of the nervous system and the psychological reality of the mind. It offers entirely new material, reflecting recent advances in the field, covering the latest research, experimental approaches, and measurement methodologies. This sixth edition treats such foundational topics as memory, attention, and language, as well as other areas, including computational models of cognition, reward and decision making, social neuroscience, scientific ethics, and methods advances. Over the last twenty-five years, the cognitive neurosciences have seen the development of sophisticated tools and methods, including computational approaches that generate enormous data sets. This volume deploys these exciting new instruments but also emphasizes the value of theory, behavior, observation, and other time-tested scientific habits. Section editors Sarah-Jayne Blakemore and Ulman Lindenberger, Kalanit Grill-Spector and Maria Chait, Tomás Ryan and Charan Ranganath, Sabine Kastner and Steven Luck, Stanislas Dehaene and Josh McDermott, Rich Ivry and John Krakauer, Daphna Shohamy and Wolfram Schultz, Danielle Bassett and Nikolaus Kriegeskorte, Marina Bedny and Alfonso Caramazza, Liina Pylkkänen and Karen Emmorey, Mauricio Delgado and Elizabeth Phelps, Anjan Chatterjee and Adina Roskies
Sensory Cue Integration
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Author : Julia Trommershauser
language : en
Publisher: Oxford University Press
Release Date : 2011-09-21
Sensory Cue Integration written by Julia Trommershauser and has been published by Oxford University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2011-09-21 with Psychology categories.
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.
Multimodal Processing And Interaction
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Author : Petros Maragos
language : en
Publisher: Springer Science & Business Media
Release Date : 2008-12-16
Multimodal Processing And Interaction written by Petros Maragos and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008-12-16 with Computers categories.
Multimodal Processing and Interaction: Audio, Video and Text presents high quality, state-of-the-art research ideas and results from theoretic, algorithmic and application viewpoints. This edited volume contains both state-of-the-art reviews and original contributions by leading experts in the scientific and technological field of multimedia. It grew out of a four-year collaboration among research groups participating in the European network of Excellence on Multimedia Understanding, Semantics, Computation and Learning (MUSCLE). Multimodal Processing and Interaction: Audio, Video and Text covers a broad spectrum of novel perspectives, analytic tools, algorithms, design practices and applications in multimedia science and engineering with emphasis on multimodal integration and modality fusion. This volume also contains contributions in the area of interaction with multimedia, especially multimodal interfaces for accessing multimedia content. Multimodal Processing and Interaction: Audio, Video and Text is designed for a professional audience composed of practitioners and researchers in industry and academia. This book is suitable for advanced-level students in computer science and engineering as well.