The Algebraic Mind
Integrating Connectionism and Cognitive Science
In The Algebraic Mind, Gary Marcus attempts to integrate two theories about how the mind works, one that says that the mind is a computer-like manipulator of symbols, and another that says that the mind is a large network of neurons working together in parallel. Resisting the conventional wisdom that says that if the mind is a large neural network it cannot simultaneously be a manipulator of symbols, Marcus outlines a variety of ways in which neural systems could be organized so as to manipulate symbols, and he shows why such systems are more likely to provide an adequate substrate for language and cognition than neural systems that are inconsistent with the manipulation of symbols. Concluding with a discussion of how a neurally realized system of symbol-manipulation could have evolved and how such a system could unfold developmentally within the womb, Marcus helps to set the future agenda of cognitive neuroscience.
HardcoverOut of Print ISBN: 9780262133791 242 pp. | 6 in x 9 in
Paperback$25.00 X ISBN: 9780262632683 242 pp. | 6 in x 9 in
In The Algebraic Mind, Marcus dives into the difficult waters of the connectionist-symbolic debate.
Kenneth J. Kurtz
Cognitive Sciences Society Newsletter
In this strikingly original and penetrating book, Gary Marcus examines the core of our understanding of mind and brain: the nature of cognitive architecture. In constructive and incisive analyses, he pinpoints the computational strengths and weaknesses of connectionist and symbol-processing models of the mind, combining attention to minute particulars with an eye to what it all means. The Algebraic Mind is a rare and invaluable achievement, which should be required reading for cognitive scientists, cognitive neuroscientists, and researchers in artificial intelligence.
Peter de Florez Professor, MIT, and author of How the Mind Works and Words and Rules
Anyone who wants to understand the nature of thought has to come to grips with the controversy between symbolic and connectionist architectures. Marcus's book gives the most sophisticated treatment of this debate to date, showing clearly what is at stake and making a compelling case for an at least partly symbolic architecture.
Professor of Philosophy and Psychology, New York University
Marcus provides an insightful analysis of the underlying representations and processes in connectionists models along with a vigorous defense of the role of variables and binding in cognitive processing. This thought-provoking work is certain to inspire debate over the proper way to model the cognitive architecture.
Arthur B. Markman
Department of Psychology, University of Texas, and author of Knowledge Representation
This book will surprise you. Instead of attacking connectionism, Gary Marcus defends a detailed theory of the proper role of connectionist theory within the cognitive sciences. This is a beautifully clear, fiercely argued book, and it will have a huge influence on how researchers from a range of different perspectives think about the nature of cognition and development.
Professor, Department of Psychology, Yale University
In this book, Gary Marcus moves the twenty-year-old discussion of connectionism versus symbol manipulation to a higher plane. He carefully delineates three essential features of all symbolic systems, including the grammars of human languages. He then gives principled reasons why the most popular breed of connectionist architectures cannot implement these features, demonstrating that such models cannot be scaled up from their current modest successes to a full-blown account of language learning. I hope this book encourages a search for new connectionist architectures that can stimulate more fruitful dialogue between linguists and network modelers.
Professor of Linguistics, Brandeis University
Anyone interested in the computational theory of mind and in how the machinery required for the requisite neural structures develops should read this book. It is a masterpiece of clear exposition from someone who has thought long and deeply about these questions.
C. R. Gallistel
Professor, Rutgers Center for Cognitive Science, Rutgers University