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商品詳細
Fractional Discrete Neural Networks: Analytical Approaches and Numerical Simulations.
・ISBN 978-3-032-23782-8 hard EUR 149.99
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| 著者・編者 | Ouannas, Adel / Hioual, Amel / Naifar, Omar / Ben Mekhlouf, Abdellatif (eds.), |
|---|---|
| シリーズ | (Studies in Systems, Decision and Control) |
| 出版社 | (Springer Nature Switzerland AG, SZ) |
| 出版年月 | 2026 |
| ページ数 | 486 pp. |
| 言語 | ENG |
| ニュース番号 | ＜A05-63246＞ |
解説
This book offers a comprehensive guide to Fractional Discrete Neural Networks, delving into their mathematical foundations, stability, solvability, and chaotic dynamics. By combining rigorous analytical approaches with practical numerical simulations, it illuminates how fractional derivatives can enhance neural network modeling, particularly for systems influenced by memory and hereditary effects. Readers will discover cutting-edge methods for assessing network behavior and stability, along with robust simulation techniques. The book's diverse applications span image and signal processing, pattern recognition, artificial intelligence, and data science, showcasing the potential of fractional models to outperform traditional methods in tasks requiring precision and adaptability.