/
0/5

0 comment

Artificial adaptive systems using auto contractive maps

theory, applications and extensions

Type of document : Livre
Language : anglais

ISBN : 978-3-319-75048-4 ; 3-319-75048-8

Responsability(ies) :


Place of edition :

  • Cham

Editor :
  • Springer

Collection : Studies in systems, decision and control (Print)

Physical description : 1 vol. (VII-179 p.). ill. en noir et en coul., fig., graph.. 25 cm

Subjects :


Indication LC : Q335
Indication Dewey : 006.3

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. [Source : 4ème de couv.]

Vérification des exemplaires disponibles ...

Suggestions

Du même sujet

Decentralized neural control | Garcia-Hernandez, Ramon (19..-....). Auteur

Decentralized neural control : application to robotics / Garcia-Hernandez, Ramon (19..-....). Auteur ; Lopez-Franco, Michel (19..-....). Auteur ; Sanchez, Edgar N. (19..-....). Auteur - Springer, yright 2017

"This book provides a decentralized approach for the identification and control of robotics systems. It also presents recent research in decentralized neural control and includes applications to robotics. Decentralized control is ...

Source : Catalog

Intelligence and artificial intelligence | Ratsch, Ulrich (1943-). Auteur

Intelligence and artificial intelligence : an interdisciplinary debate / Ratsch, Ulrich (1943-). Auteur ; Richter, Michael M. (1938-). Auteur ; Stamatescu, I.-O. (1941-....). Auteur - Springer, 1998

Source : Catalog

Fundamentals of deep learning | Buduma, Nikhil. Auteur

Fundamentals of deep learning : designing next-generation machine intelligence algorithms / Buduma, Nikhil. Auteur - O'Reilly, yright 2017

Source : Catalog

Chargement des enrichissements...

Comments of readers