The Algebraic Mind: Integrating Connectionism and Cognitive Science

The Algebraic Mind: Integrating Connectionism and Cognitive Science

3.0 2
by Gary F. Marcus
     
 

ISBN-10: 0262133792

ISBN-13: 9780262133791

Pub. Date: 02/19/2001

Publisher: MIT Press

"In The Algebraic Mind, Gary F. Marcus integrates two competing theories about how the mind works: one that says that the mind is a computer-like manipulator of symbols and another, that says that it is a large network of neurons working together in parallel. Refuting the conventional wisdom that says that if the mind is a large neural network it cannot simultaneously…  See more details below

Overview

"In The Algebraic Mind, Gary F. Marcus integrates two competing theories about how the mind works: one that says that the mind is a computer-like manipulator of symbols and another, that says that it is a large network of neurons working together in parallel. Refuting the conventional wisdom that says that if the mind is a large neural network it cannot simultaneously be a manipulator of symbols, Marcus shows how neural systems could be organized so as to manipulate symbols, why such systems explain language and cognition better than systems that eschew symbols, how such systems could evolve, and how they might unfold developmentally within the womb. The Algebraic Mind revamps our understanding of models in cognitive neuroscience and helps to set a new agenda for the field."--BOOK JACKET.

Product Details

ISBN-13:
9780262133791
Publisher:
MIT Press
Publication date:
02/19/2001
Series:
Learning, Development, and Conceptual Change Series
Pages:
240
Product dimensions:
6.00(w) x 9.00(h) x 0.75(d)

Table of Contents

Series Foreword
Preface
Ch. 1Cognitive Architecture1
Ch. 2Multilayer Perceptrons7
Ch. 3Relations between Variables35
Ch. 4Structural Representations85
Ch. 5Individuals119
Ch. 6Where Does the Machinery of Symbol Manipulation Come From?143
Ch. 7Conclusions169
Notes175
Glossary185
References195
Name Index211
Subject Index217

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The Algebraic Mind: Integrating Connectionism and Cognitive Science 1 out of 5 based on 0 ratings. 1 reviews.
Guest More than 1 year ago
Much of what is stated and described by Gary Marcus has already been widely discussed in several prior publications in the area of neuro-computation by artifical neural networks. In 'Introduction to the Theory of Neural Computation',1990,John Hertz et al cover all computational and algebraic aspects of artificial networks and there is no sense whatsoever that artifical networks can not serve as symbol manipulators, depending upon the task. Hopfield nets are precisely storage units of symbols and serve an essential part of the connectionist paradigm. Moreover,it does not take much imagination to construct artificial neuronal logic gate systems based upon boolean logic that provide prescribed operations on inputs. Thus, everything that is algebraic in nature can be easily built into an artificial neuronal network system. This fact is so obvious that there was never any need to extensively discuss it until Gary Marcus's book laid claim to being the originator of the concept. The fact that classical connectionist theory has concerned itself with neuronal computations that algebraic based systems could not accomplish alone should not be taken to imply that the algebraic based hardwiring and Hopfield symbol storage units were excluded from the complete model. Gary Marcus attempts to oversimplify a complex topic. The Book has no bearing on the professional literature and was written for an immature, naive audience. The author addresses topics that are so obvious that no one else has ever felt a need to discuss them. Through hardwiring and coding, neural networks can, clearly, serve as manipulators of symbols. It is obvious and understood that connectionist theory assumes an adjunct logic gate hardwiring that can serve as a processor or encoding of neuronal activations relying on algebraic symbol manipulation suitable to the task. Gary Marcus has told us nothing that wasn't already known or inconsistent with traditional connectionist theory. What Gary Marcus has done, however, is opportunized the ignorance of the reading public. (This review refers to both hardcover and softcover editions.)