Paolo Massimo Buscema: Artificial Adaptive Systems Using Auto Contractive Maps
Paolo Massimo Buscema
, Giulia Massini
, Masoud Asadi-Zeydabadi
, Weldon A. Lodwick
, Francis Newman
, Marco Breda
Artificial Adaptive Systems Using Auto Contractive Maps
Buch
- Theory, Applications and Extensions
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EUR 131,42**
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- Springer International Publishing, 03/2018
- Einband: Gebunden, HC runder Rücken kaschiert
- Sprache: Englisch
- ISBN-13: 9783319750484
- Bestellnummer: 8099842
- Umfang: 188 Seiten
- Nummer der Auflage: 18001
- Auflage: 1st ed. 2018
- Gewicht: 453 g
- Maße: 241 x 160 mm
- Stärke: 16 mm
- Erscheinungstermin: 6.3.2018
- Serie: Studies in Systems, Decision and Control - Band 131
Achtung: Artikel ist nicht in deutscher Sprache!
Weitere Ausgaben von Artificial Adaptive Systems Using Auto Contractive Maps
Klappentext
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.