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Titlebook: Large-Scale and Distributed Optimization; Pontus Giselsson,Anders Rantzer Book 2018 Springer Nature Switzerland AG 2018 Large-Scale Optimi

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发表于 2025-3-21 20:02:04 | 显示全部楼层 |阅读模式
书目名称Large-Scale and Distributed Optimization
编辑Pontus Giselsson,Anders Rantzer
视频video
概述Contributes to current and upcoming research on large-scale and distributed optimization.Covers the increasingly important tools and methods for large-scale optimization.Offers a valuable source of in
丛书名称Lecture Notes in Mathematics
图书封面Titlebook: Large-Scale and Distributed Optimization;  Pontus Giselsson,Anders Rantzer Book 2018 Springer Nature Switzerland AG 2018 Large-Scale Optimi
描述This book presents tools and methods for large-scale and distributed optimization. Since many methods in "Big Data" fields rely on solving large-scale optimization problems, often in distributed fashion, this topic has over the last decade emerged to become very important. As well as specific coverage of this active research field, the book serves as a powerful source of information for practitioners as well as theoreticians..Large-Scale and Distributed Optimization. is a unique combination of contributions from leading experts in the field, who were speakers at the LCCC Focus Period on Large-Scale and Distributed Optimization, held in Lund, 14th–16th June 2017. A source of information and innovative ideas for current and future research, this book will appeal to researchers, academics, and students who are interested in large-scale optimization..
出版日期Book 2018
关键词Large-Scale Optimization; Distributed Optimization; Operator Splitting Methods; Machine Learning; Convex
版次1
doihttps://doi.org/10.1007/978-3-319-97478-1
isbn_softcover978-3-319-97477-4
isbn_ebook978-3-319-97478-1Series ISSN 0075-8434 Series E-ISSN 1617-9692
issn_series 0075-8434
copyrightSpringer Nature Switzerland AG 2018
The information of publication is updating

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发表于 2025-3-21 20:39:34 | 显示全部楼层
Large-Scale and Distributed Optimization978-3-319-97478-1Series ISSN 0075-8434 Series E-ISSN 1617-9692
发表于 2025-3-22 04:28:40 | 显示全部楼层
Pontus Giselsson,Anders RantzerContributes to current and upcoming research on large-scale and distributed optimization.Covers the increasingly important tools and methods for large-scale optimization.Offers a valuable source of in
发表于 2025-3-22 06:08:25 | 显示全部楼层
Lecture Notes in Mathematicshttp://image.papertrans.cn/l/image/581426.jpg
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https://doi.org/10.1007/978-3-319-97478-1Large-Scale Optimization; Distributed Optimization; Operator Splitting Methods; Machine Learning; Convex
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Frank-Wolfe Style Algorithms for Large Scale Optimization,rithm using stochastic gradients, approximate subproblem solutions, and sketched decision variables in order to scale to enormous problems while preserving (up to constants) the optimal convergence rate ..
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Decomposition Methods for Large-Scale Semidefinite Programs with Chordal Aggregate Sparsity and ParIn this chapter, we review two decomposition frameworks for large-scale SDPs characterized by either chordal aggregate sparsity or partial orthogonality. Chordal aggregate sparsity allows one to decompose the positive semidefinite matrix variable in the SDP, while partial orthogonality enables the d
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