书目名称 | Networks of Learning Automata | 副标题 | Techniques for Onlin | 编辑 | M. A. L. Thathachar,P. S. Sastry | 视频video | | 图书封面 |  | 描述 | .Networks of Learning Automata: Techniques for Online Stochastic Optimization. is a comprehensive account of learning automata models with emphasis on multiautomata systems. It considers synthesis of complex learning structures from simple building blocks and uses stochastic algorithms for refining probabilities of selecting actions. Mathematical analysis of the behavior of games and feedforward networks is provided. Algorithms considered here can be used for online optimization of systems based on noisy measurements of performance index. Also, algorithms that assure convergence to the global optimum are presented. Parallel operation of automata systems for improving speed of convergence is described. The authors also include extensive discussion of how learning automata solutions can be constructed in a variety of applications. | 出版日期 | Book 2004 | 关键词 | Computer Vision; Performance; Simulation; Stochastic Approximation; Stochastic Optimization; algorithms; c | 版次 | 1 | doi | https://doi.org/10.1007/978-1-4419-9052-5 | isbn_softcover | 978-1-4613-4775-0 | isbn_ebook | 978-1-4419-9052-5 | copyright | Kluwer Academic Publishers 2004 |
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