Marcello Sanguineti – författare
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Neural Approximations for Optimal Control and Decision provides a comprehensive methodology for the approximate solution of functional optimization problems using neural networks and other nonlinear approximators where the use of traditional optimal control tools is prohibited by complicating factors like non-Gaussian noise, strong nonlinearities, large dimension of state and control vectors, etc.
Features of the text include:
• a general functional optimization framework;
• thorough illustration of recent theoretical insights into the approximate solutions of complex functional optimization problems;
• comparison of classical and neural-network based methods of approximate solution;
• bounds to the errors of approximate solutions;
• solution algorithms for optimal control and decision in deterministic or stochastic environments with perfect or imperfect state measurements over a finite or infinite time horizon and with onedecision maker or several;
• applications of current interest: routing in communications networks, traffic control, water resource management, etc.; and
• numerous, numerically detailed examples.
The authors’ diverse backgrounds in systems and control theory, approximation theory, machine learning, and operations research lend the book a range of expertise and subject matter appealing to academics and graduate students in any of those disciplines together with computer science and other areas of engineering.
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The 15 full papers presented in this book were selected from 56 submissions. They present novel and innovative work in areas of methods (machine learning, movement), computer-based systems (architectures, software, algorithms), and devices (digital cameras, smartphones). The papers are grouped in sessions of thematic issues on Games and Game-Based learning; Motion Capture; Sports and Competitions; and Interfaces and Applications.
Artificial Neural Networks and Machine Learning – ICANN 2025
34th International Conference on Artificial Neural Networks, Kaunas, Lithuania, September 9–12, 2025, Proceedings, Part II
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Artificial Neural Networks and Machine Learning – ICANN 2025
34th International Conference on Artificial Neural Networks, Kaunas, Lithuania, September 9–12, 2025, Proceedings, Part III
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1 022 kr
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Artificial Neural Networks and Machine Learning – ICANN 2025
34th International Conference on Artificial Neural Networks, Kaunas, Lithuania, September 9–12, 2025, Proceedings, Part IV
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Artificial Neural Networks and Machine Learning – ICANN 2025
34th International Conference on Artificial Neural Networks, Kaunas, Lithuania, September 9–12, 2025, Proceedings, Part I
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