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Title Artificial adaptive systems using auto contractive maps : theory, applications and extensions / Paolo Massimo Buscema, Giulia Massini, Marco Breda, Weldon A. Lodwick, Francis Newman, Masoud Asadi-Zeydabadi
Published Cham, Switzerland : Springer, [2018]

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Description 1 online resource (vii, 179 pages) : illustrations (some color)
Series Studies in systems, decision and control, 2198-4182 ; volume 131
Studies in systems, decision and control ; v. 131. 2198-4182
Contents An Introduction -- Artificial Neural Networks -- Auto-Contractive Maps -- Visualization of Auto-CM Output -- Dataset Transformations and Auto-CM -- Comparison of Auto-CM to Various Other Data Understanding Approaches
Summary This book offers an introduction to artificial adaptive systems and a general model of the relationships between the data and algorithms used to analyze them. It subsequently describes artificial neural networks as a subclass of artificial adaptive systems, and reports on the backpropagation algorithm, while also identifying an important connection between supervised and unsupervised artificial neural networks. The book's primary focus is on the auto contractive map, an unsupervised artificial neural network employing a fixed point method versus traditional energy minimization. This is a powerful tool for understanding, associating and transforming data, as demonstrated in the numerous examples presented here. A supervised version of the auto contracting map is also introduced as an outstanding method for recognizing digits and defects. In closing, the book walks the readers through the theory and examples of how the auto contracting map can be used in conjunction with another artificial neural network, the "spin-net," as a dynamic form of auto-associative memory
Bibliography Includes bibliographical references
Notes Online record; title from digital title page (viewed on October 29, 2018)
Subject Adaptive computing systems.
Data mining.
Artificial intelligence.
Mathematical foundations.
COMPUTERS -- Computer Literacy.
COMPUTERS -- Computer Science.
COMPUTERS -- Data Processing.
COMPUTERS -- Hardware -- General.
COMPUTERS -- Information Technology.
COMPUTERS -- Machine Theory.
COMPUTERS -- Reference.
Adaptive computing systems
Form Electronic book
Author Buscema, Massimo, 1955- author.
Massini, Giulia, author
Breda, Marco, author
Lodwick, Weldon A., author.
Newman, Francis, author
Asadi-Zeydabadi, Masoud, author.
ISBN 9783319750491
3319750496