Perceptrons: An Introduction to Computational Geometry, Expanded Edition

Minsky, Marvin

ISBN 10: 0262631113 / ISBN 13: 9780262631112

Published by The M.I.T. Press, 1987

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Synopsis:

Perceptrons - the first systematic study of parallelism in computation - has remained a classical work on threshold automata networks for nearly two decades. It marked a historical turn in artificial intelligence, and it is required reading for anyone who wants to understand the connectionist counterrevolution that is going on today. Artificial-intelligence research, which for a time concentrated on the programming of ton Neumann computers, is swinging back to the idea that intelligence might emerge from the activity of networks of neuronlike entities. Minsky and Papert's book was the first example of a mathematical analysis carried far enough to show the exact limitations of a class of computing machines that could seriously be considered as models of the brain. Now the new developments in mathematical tools, the recent interest of physicists in the theory of disordered matter, the new insights into and psychological models of how the brain works, and the evolution of fast computers that can simulate networks of automata have given Perceptrons new importance.Witnessing the swing of the intellectual pendulum, Minsky and Papert have added a new chapter in which they discuss the current state of parallel computers, review developments since the appearance of the 1972 edition, and identify new research directions related to connectionism. They note a central theoretical challenge facing connectionism: the challenge to reach a deeper understanding of how "objects" or "agents" with individuality can emerge in a network. Progress in this area would link connectionism with what the authors have called "society theories of mind." Marvin L. Minsky is Donner Professor of Science in M.I.T.'s Electrical Engineering and Computer Science Department. Seymour A. Papert is Professor of Media Technology at M.I.T. .

About the Authors:

Marvin Minsky (1927–2016) was Toshiba Professor of Media Arts and Sciences and Donner Professor of Electrical Engineering and Computer Science at MIT. He was a cofounder of the MIT Media Lab and a consultant for the One Laptop Per Child project.

The late Seymour A. Papert was a Professor in MIT's AI Lab (1960–1980s) and MIT's Media Lab (1985–2000) and the author of Mindstorms: Children, Computers, and Powerful Ideas.

Bibliographic Details

Title: Perceptrons: An Introduction to ...
Publisher: The M.I.T. Press
Publication Date: 1987
Binding: Paperback
Condition: Acceptable