Active Inference : The Free Energy Principle in Mind, Brain, and Behavior

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Tác giả: Karl J Friston, Thomas Parr, Giovanni Pezzulo

Ngôn ngữ: eng

ISBN-13: 978-0262045353

ISBN-13: 978-0262369978

ISBN: mitpress/12441.001.0001

Ký hiệu phân loại: 153 Conscious mental processes and intelligence

Thông tin xuất bản: Cambridge : The MIT Press, 2022

Mô tả vật lý: 1 electronic resource (312 p.)

Bộ sưu tập: Tài liệu truy cập mở

ID: 250018

The first comprehensive treatment of active inference, an integrative perspective on brain, cognition, and behavior used across multiple disciplines. Active inference is a way of understanding sentient behavior-a theory that characterizes perception, planning, and action in terms of probabilistic inference. Developed by theoretical neuroscientist Karl Friston over years of groundbreaking research, active inference provides an integrated perspective on brain, cognition, and behavior that is increasingly used across multiple disciplines including neuroscience, psychology, and philosophy. Active inference puts the action into perception. This book offers the first comprehensive treatment of active inference, covering theory, applications, and cognitive domains. Active inference is a "first principles" approach to understanding behavior and the brain, framed in terms of a single imperative to minimize free energy. The book emphasizes the implications of the free energy principle for understanding how the brain works. It first introduces active inference both conceptually and formally, contextualizing it within current theories of cognition. It then provides specific examples of computational models that use active inference to explain such cognitive phenomena as perception, attention, memory, and planning.
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