ISBN: 9783319750484 - artificial adaptive systems using auto contractive maps: theory, applications and extensions: 131 (studies in systems, decision and control, 131) (14 resultados)

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Buch. Condición: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -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. 188 pp. Englisch.…

Gebunden. Condición: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Describes a newer approach to artificial adaptive systems, the auto contractive mapOffers a comprehensive guide on the use of auto contractive map and its supervised version to extract extensive information from data, lending further meaning to th.…

Buch. Condición: Neu. nach der Bestellung gedruckt Neuware - Printed after ordering - 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.…

Buch. Condición: Neu. This item is printed on demand - Print on Demand Titel. Neuware -Describes a newer approach to artificial adaptive systems, the auto contractive mapOffers a comprehensive guide on to the use auto contractive map and its supervised version to extract extensive information from dataDescribes how to couple auto contractive maps and graph theoretic methods to organize and understand data in a powerful new wayIncludes numerous examples on real and fictitious dataSpringer-Verlag KG, Sachsenplatz 4-6, 1201 Wien 188 pp. Englisch.…