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How to Build a Brain - A Neural Architecture for Biological Cognition (Hardcover, New)
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How to Build a Brain - A Neural Architecture for Biological Cognition (Hardcover, New)
Series: Oxford Series on Cognitive Models and Architectures
Expected to ship within 12 - 17 working days
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In this book, Chris Eliasmith presents a new approach to
understanding the neural implementation of cognition in a way that
is centrally driven by biological considerations. He calls the
general architecture that results from the application of this
approach the Semantic Pointer Architecture (SPA), based on the
Semantic Pointer Hypothesis. According to this hypothesis,
higher-level cognitive functions in biological systems are made
possible by semantic pointers. These pointers are neural
representations that carry partial semantic content and can be
built up into the complex representational structures necessary to
support cognition. The SPA architecture demonstrates how neural
systems generate, compose, and control the flow of semantics
pointers. Eliasmith describes in detail the theory and empirical
evidence supporting the SPA, and presents several examples of its
application to cognitive modeling, covering the generation of
semantic pointers from visual data, the application of semantic
pointers for motor control, and most important, the use of semantic
pointers for representation of language-like structures, cognitive
control, syntactic generalization, learning of new cognitive
strategies, and language-based reasoning. He agues that the SPA
provides an alternative to the dominant paradigms in cognitive
science, including symbolicism, connectionism, and dynamicism.
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