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Product Details 基本信息 ISBN-13 书号 9783030883980 Author 作者 Wojciech Rafaj?owicz Format 版本 平装-胶订 Pages Number 页数 126页 Publisher 出版社 Springer Berlin Heidelberg Publication Date 出版日期 2022-10-26 Product Dimensions 商品尺寸 9.21 x 6.14 x 0.30 Shipping Weight 商品重量 0.45 Language 语种 其它(含多语) Book Contents 内容简介 This book provides tools and algorithms for solving a wide class of optimization tasks by learning from their repetitions. A unified framework is provided for learning algorithms that are based on the stochastic gradient (a golden standard in learning), including random simultaneous perturbations and the response surface the methodology. Original algorithms include model-free learning of short decision sequences as well as long sequences—relying on model-supported gradient estimation. Learning is based on whole sequences of a process observat
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