Trommershauser, Julia; Kording, Konrad; Landy, Mic Sensory Cue Integration 9780195387247

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Автор: Trommershauser, Julia; Kording, Konrad; Landy, Mic
Название: Sensory Cue Integration
Перевод названия: Джулия Троммерсхаузер: Интеграция сенсорной метки
ISBN: 9780195387247
Издательство: Oxford Academ
Классификация:

Познание и когнитивная психология

Нейронауки

ISBN-10: 0195387244
Обложка/Формат: Hardback
Страницы: 456
Вес: 1.302 кг.
Дата издания: 09.11.2011
Серия: Cognition & Cognitive Psychology
Язык: English
Иллюстрации: 178 illustrations
Размер: 189 x 262 x 32
Читательская аудитория: Cognitive psychologists
Ссылка на Издательство: Link
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Поставляется из: Англии
Описание: This book provides an introduction into both computational models and experimental paradigms that are concerned with sensory cue integration both within and between sensory modalities. Importantly, across behavioral, electrophysiological and theoretical approaches, Bayesian statistics is
emerging as a common language in which cue-combination problems can be expressed. This book focuses on the emerging probabilistic way of thinking about these problems. These approaches derive from the realization that all 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 computational approaches described in this book aim at formalizing the uncertainty of cues. They describe cue combination as
the nervous systems 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, such as shape and depth
perception. Other parts of the book ask how uncertainty may be represented in the nervous system and used for cue combination.

The broadening scope of probabilistic approaches to cue combination is highlighted in the breadth of topics covered in this book: the chapters summarize and discuss computational approaches and behavioral evidence aimed at understanding the combination of visual, auditory, proprioceptive, and haptic
cues. Some chapters address the combination of cues within a single sensory modality while others address the combination across sensory modalities. Neural implementation, behavior, and theory are considered. The unifying aspect of this book is the focus on the uncertainty intrinsic to sensory cues
and the underlying question of how the nervous system deals with this uncertainty.

The book is intended as a reference text for graduate students and professionals in perceptual psychology, computational neuroscience, cognitive neuroscience and sensory neurophysiology.

Дополнительное описание: Preface; I. Theory and Fundamentals; 1. Ideal-Observer Models of Cue Integration; Landy, Banks, & Knill; 2. Causal Inference in Sensorimotor Learning and Control; Wei & Kording; 3. The Role of Generative Knowledge in Object Perception; Battaglia, Ker

Sensory Cue Integration, Trommershauser, Julia; Kording, Konrad; Landy, Mic