9783030091354: Artificial Adaptive Systems Using Auto Contractive Maps: Theory, Applications and Extensions: 131
Brossura
ISBN 10: 303009135X ISBN 13: 9783030091354
Casa editrice: Springer, 2018

Sinossi

Describes a newer approach to artificial adaptive systems, the auto contractive map

Offers a comprehensive guide on to the  use  auto contractive map and  its supervised version to extract extensive information from data

Describes how to couple auto contractive maps and graph theoretic methods to organize and understand data in a powerful new way

Includes numerous examples on real and fictitious data

 

Le informazioni nella sezione "Riassunto" possono far riferimento a edizioni diverse di questo titolo.

Dalla quarta di copertina

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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Editore
Springer
Data di pubblicazione
2018
Lingua
Inglese
ISBN 10 
303009135X
ISBN 13 
9783030091354
Rilegatura
Copertina flessibile
Numero di pagine
188
Contatto del produttore
Springer Nature Customer Service Center GmbH
ProductSafety@springernature.com

Europaplatz 3,69115 Heidelberg, Germany
Heidelberg
69115
Germania

Altre edizioni note dello stesso titolo

9783319750484: Artificial Adaptive Systems Using Auto Contractive Maps: Theory, Applications and Extensions: 131

Edizione in evidenza

ISBN 10:  3319750488 ISBN 13:  9783319750484
Casa editrice: Springer-Nature New York Inc, 2018
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