Difference Equations and Machine Learning
Stipanovic, Dušan
Produktnummer:
18d4d35f7e2a3443f68ae65734a4df7c29
| Autor: | Stipanovic, Dušan |
|---|---|
| Themengebiete: | Artificial Intelligence (AI) Chaos Difference Equations Discrete-time Systems Linear Difference Equations Machine Learning Neural Networks Nonlinear Difference Equations Stability |
| Veröffentlichungsdatum: | 15.09.2025 |
| EAN: | 9783032009098 |
| Sprache: | Englisch |
| Seitenzahl: | 140 |
| Produktart: | Gebunden |
| Verlag: | Springer International Publishing |
Produktinformationen "Difference Equations and Machine Learning"
This book presents in-depth explanations of well-known and recognized behaviors of neural networks in machine learning. In addition, the author provides novel technical analyses of behaviors of discrete-time dynamical systems modeled as difference equations. These analyses and their outcomes are closely related to models of very well-known neural networks such as Long Short-Term Memory (LSTM) and Gated Recurrent Unit (GRU) neural networks, which are widely used in machine learning and artificial intelligence (AI) applications. The author also discusses difference equations and their relevance to neural networks, machine learning, and AI.
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