Perceptrons by Marvin Minsky

Perceptrons by Marvin Minsky

The first systematic study of parallelism in computation by two pioneers in the field.

Reissue of the 1988 Expanded Edition with a new foreword by Leon Bottou

In 1969, ten years after the discovery of the perceptron-which showed that a machine could be taught to perform certain tasks using examples-Marvin Minsky and Seymour Papert published Perceptrons, their analysis of the computational capabilities of perceptrons for specific tasks. As Leon Bottou writes in his foreword to this edition, "Their rigorous work and brilliant technique does not make the perceptron look very good." Perhaps as a result, research turned away from the perceptron. Then the pendulum swung back, and machine learning became the fastest-growing field in computer science. Minsky and Papert's insistence on its theoretical foundations is newly relevant.

Perceptrons-the first systematic study of parallelism in computation-marked a historic turn in artificial intelligence, returning to the idea that intelligence might emerge from the activity of networks of neuron-like entities. Minsky and Papert provided mathematical analysis that showed the limitations of a class of computing machines that could be considered as models of the brain. Minsky and Papert added a new chapter in 1987 in which they discuss the state of parallel computers, and note a central theoretical challenge: reaching 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."

Minsky, Marvin: - Marvin Minsky is Toshiba Professor of Media Arts and Sciences, and Professor of Electrical Engineering and Computer Science at the Massachusetts Institute of Technology. His research has led to many advances in artificial intelligence, psychology, physical optics, mathematics, and the theory of computation. He has made major contributions in the domains of computer graphics, knowledge and semantics, machine vision, and machine learning. He has also been involved with technologies for space exploration.

Professor Minsky is one of the pioneers of intelligence-based robotics. He designed and built some of the first mechanical hands with tactile sensors, visual scanners, and their software and interfaces. In 1951 he built the first neural-network learning machine. With John McCarthy he founded the MIT Artificial Intelligence Laboratory in 1959. He has written seminal papers in the fields of artificial intelligence, perception, and language. His book The Society of Mind contains hundreds of ideas about the mind, many of which he has further developed in this book.

SKU	Unavailable
ISBN 13	9780262534772
ISBN 10	0262534770
Title	Perceptrons
Author	Marvin Minsky
Series	The Mit Press
Condition	Unavailable
Binding Type	Paperback
Publisher	MIT Press Ltd
Year published	2017-09-22
Number of pages	316
Cover note	Book picture is for illustrative purposes only, actual binding, cover or edition may vary.