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商品詳細
Artificial Adaptive Systems Using Auto Contractive Maps: Theory, Applications and Extensions. Softcover Reprint of the Original 1st 2018 ed.
・ISBN 978-3-030-09135-4 paper EUR 99.99
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| 著者・編者 | Buscema, Paolo Massimo / Massini, Giulia / Breda, Marco / Lodwick, Weldon A. / Newman, Francis / Asadi-Zeydabadi, Masoud, |
|---|---|
| シリーズ | (Studies in Systems, Decision and Control) |
| 出版社 | (Springer Nature Switzerland AG, SZ) |
| 出版年月 | 2018 |
| ページ数 | 179 pp. |
| 言語 | ENG |
| ニュース番号 | ＜A02-62024＞ |
解説
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.