How to Build a Brain

Chris Eliasmith

60 ratings by Goodreads

Language: English

Published by Oxford University Press Inc, US, 2015

0190262125 / 9780190262129

Series: Book 6 of 13 - Oxford Series on Cognitive Models and Architectures

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Seller: Rarewaves.com USA, London, London, United KingdomRarewaves.com USA

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One goal of researchers in neuroscience, psychology, and artificial intelligence is to build theoretical models that can explain the flexibility and adaptiveness of biological systems. How to Build a Brain provides a guided exploration of a new cognitive architecture that takes biological detail seriously while addressing cognitive phenomena. The Semantic Pointer Architecture (SPA) introduced in this book provides a set of tools for constructing a wide range of biologically constrained perceptual, cognitive, and motor models. Examples of such models are provided to explain a wide range of data including single-cell recordings, neural population activity, reaction times, error rates, choice behavior, and fMRI signals. Each of the models addressed in the book introduces a major feature of biological cognition, including semantics, syntax, control, learning, and memory. These models are presented as integrated considerations of brain function, giving rise to what is currently the world's largest functional brain model. The book also compares the Semantic Pointer Architecture with the current state of the art, addressing issues of theory construction in the behavioral sciences, semantic compositionality, and scalability, among other considerations. The book concludes with a discussion of conceptual challenges raised by this architecture, and identifies several outstanding challenges for SPA and other cognitive architectures. Along the way, the book considers neural coding, concept representation, neural dynamics, working memory, neuroanatomy, reinforcement learning, and spike-timing dependent plasticity. Eight detailed, hands-on tutorials exploiting the free Nengo neural simulation environment are also included, providing practical experience with the concepts and models presented throughout.…

Seller Inventory # LU-9780190262129

Title
How to Build a Brain
Author
Chris Eliasmith
Publisher
Oxford University Press Inc, US
Publication year
2015
Condition
New
Binding
Paperback
Language
English
ISBN 10
0190262125
ISBN 13
9780190262129
Item weight
850 grams
Series
Book 6 of 13: Oxford Series on Cognitive Models and Architectures

Rarewaves.com USA

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