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 :
language : en
Publisher:
Release Date : 2014
Perception As Bayesian Inference written by 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
Shape Perception As Bayesian Inference Of Modality Independent Part Based 3d Object Centered Shape Representations
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Author : Goker Erdogan
language : en
Publisher:
Release Date : 2017
Shape Perception As Bayesian Inference Of Modality Independent Part Based 3d Object Centered Shape Representations written by Goker Erdogan and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017 with Form perception categories.
"Shape is a fundamental property of physical objects. It provides crucial information for various critical behaviors from object recognition to motor planning. The fundamental question here for cognitive science is to understand object shape perception, i.e., how our brains extract shape information from sensory stimuli and make use of it. In other words, we want to understand the representations and algorithms our brains use to achieve successful shape perception. This thesis reports a computational theory of shape perception that uses modality-independent, part-based, 3D, object-centered shape representations and frames shape perception as Bayesian inference over such representations. In a series of behavioral, neuroimaging and computational studies reported in the following chapters, we test various aspects of this proposed theory and show that it provides a promising approach to understanding shape perception."--Page xi.
Investigating The Role Of Bayesian Inference In Duration Perception
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Author : Reny Baykova
language : en
Publisher:
Release Date : 2021
Investigating The Role Of Bayesian Inference In Duration Perception written by Reny Baykova and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021 with categories.
Inference And Consciousness
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Author : Timothy Chan
language : en
Publisher: Routledge
Release Date : 2019-12-20
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 2019-12-20 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.
Perception And The Physical World
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Author : Dieter Heyer
language : en
Publisher: John Wiley & Sons
Release Date : 2002-05-22
Perception And The Physical World written by Dieter Heyer and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2002-05-22 with Medical categories.
Perception is a subject of great current interest and one that is is likely to escalate over coming years. The focus of this book is on conceptual and philosophical issues of perception, including the classic notion of unconscious inferences in perception. The book consists of contributions from a group of international researchers who spent a year together as distinguished fellows at the German Centre for Advanced Study.
The Rationality Of Perception
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Author : Susanna Siegel
language : en
Publisher: Oxford University Press
Release Date : 2017
The Rationality Of Perception written by Susanna Siegel 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 2017 with Philosophy categories.
One of the most important divisions in the human mind is between perception and reasoning. We reason from information that we take ourselves to have already, but perception is a means of taking in new information. Reasoning can be better or worse, but perception is considered beyond reproach. The Rationality of Perception argues that these two aspects of the mind become deeply intertwined when beliefs, fears, desires, or prejudice influence what weperceive. When the influences reach all the way to perceptual appearances, we face a philosophical problem: is it reasonable to strengthen what one believes or fears or suspects on the basis of an experience that wasgenerated by those very same beliefs, fears, or suspicions? Drawing on examples involving racism, emotion, and scientific theories, Siegel argues that perception itself can be rational or irrational, and makes vivid the relationship between perception and culture.
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.
Modeling Human Perception Of Visual Orientation With Resource Limited Bayesian Inference Model
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Author : Daniel Hyungseok Pak
language : en
Publisher:
Release Date : 2018
Modeling Human Perception Of Visual Orientation With Resource Limited Bayesian Inference Model written by Daniel Hyungseok Pak and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018 with categories.