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Titlebook: Numerical Nonsmooth Optimization; State of the Art Alg Adil M. Bagirov,Manlio Gaudioso,Sona Taheri Book 2020 Springer Nature Switzerland AG

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書目名稱Numerical Nonsmooth Optimization
副標(biāo)題State of the Art Alg
編輯Adil M. Bagirov,Manlio Gaudioso,Sona Taheri
視頻videohttp://file.papertrans.cn/670/669144/669144.mp4
概述Provides a comprehensive coverage of both traditional and more advanced nonsmooth optimization methods.Gathers for the first time the founding fathers and mothers of the respective nonsmooth optimizat
圖書封面Titlebook: Numerical Nonsmooth Optimization; State of the Art Alg Adil M. Bagirov,Manlio Gaudioso,Sona Taheri Book 2020 Springer Nature Switzerland AG
描述.Solving nonsmooth optimization (NSO) problems is critical in many practical applications and real-world modeling systems. The aim of this book is to survey various numerical methods for solving NSO problems and to provide an overview of the latest developments in the field. Experts from around the world share their perspectives on specific aspects of numerical NSO.?..The book is divided into four parts, the first of which considers general methods including subgradient, bundle and gradient sampling methods. In turn, the second focuses on methods that exploit the problem’s special structure, e.g. algorithms for nonsmooth DC programming, VU decomposition techniques, and algorithms for minimax and piecewise differentiable problems. The third part considers methods for special problems like multiobjective and mixed integer NSO, and problems involving inexact data, while the last part highlights the latest advancements in derivative-free NSO..Given its scope, the book isideal for students attending courses on numerical nonsmooth optimization, for lecturers who teach optimization courses, and for practitioners who apply nonsmooth optimization methods in engineering, artificial intellige
出版日期Book 2020
關(guān)鍵詞Bundle methods; Nondifferentiable optimization; Nonsmooth analysis; Subgradient methods; Test problems; P
版次1
doihttps://doi.org/10.1007/978-3-030-34910-3
isbn_softcover978-3-030-34912-7
isbn_ebook978-3-030-34910-3
copyrightSpringer Nature Switzerland AG 2020
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Adil M. Bagirov,Manlio Gaudioso,Sona TaheriProvides a comprehensive coverage of both traditional and more advanced nonsmooth optimization methods.Gathers for the first time the founding fathers and mothers of the respective nonsmooth optimizat
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978-3-030-34912-7Springer Nature Switzerland AG 2020
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Gradient Sampling Methods for Nonsmooth Optimization problems. We also clarify certain technical aspects of the analysis of gradient sampling algorithms, most notably related to the assumptions one needs to make about the set of points at which the objective is continuously differentiable. Finally, we discuss possible future research directions.
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