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Artificial Adaptive Systems Using Auto Contractive Maps

Theory, Applications and Extensions

Autor: Paolo Massimo Buscema, Giulia Massini, Marco Breda, Weldon A. Lodwick, Francis Newman, Masoud Asadi-Zeydabadi

Jazyk:

Väzba: Pevná

Vydavateľ: Springer International Publishing AG

Dostupnosť: Skladom u dodávateľa

Odosielame za 10-13 dní

99.84 €

This book offers an introduction to artificial adaptive systems and a general model of the relations...

Informácie o knihe

Autor

Paolo Massimo Buscema, Giulia Massini, Marco Breda, Weldon A. Lodwick, Francis Newman, Masoud Asadi-Zeydabadi

Jazyk

Angličtina

Väzba

Kniha - Pevná

Vydalo

2018

Stránok

179

EAN

9783319750484

ISBN

3319750488

Enbook ID

18795128

Vydavateľ

Springer International Publishing AG

Hmotnosť

453

Rozmery

155 x 235 x 15

Kompletný popis

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.

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Artificial Adaptive Systems Using Auto Contractive Maps

Theory, Applications and Extensions

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