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Classical and modern optimization /
紀錄類型:
書目-語言資料,印刷品 : Monograph/item
正題名/作者:
Classical and modern optimization /Guillaume Carlier, Université Paris Dauphine, France.
作者:
Carlier, Guillaume,
面頁冊數:
xiii, 371 pages ;24 cm.
標題:
Mathematical optimization.
ISBN:
9781800610651
Classical and modern optimization /
Carlier, Guillaume,
Classical and modern optimization /
Guillaume Carlier, Université Paris Dauphine, France. - xiii, 371 pages ;24 cm. - Advanced textbooks in mathematics,2059-769X.
Includes bibliographical references and index.
Topological and functional analytic preliminaries -- Differential calculus -- Convexity -- Optimality conditions for differentiable optimization -- Problems depending on a parameter -- Convex duality and applications -- Iterative methods for convex minimization -- When optimization and data meet -- An invitation to the calculus of variations.
"The quest for the optimal is ubiquitous in nature and human behavior. The field of mathematical optimization has a long history and remains active today, particularly in the development of machine learning. Classical and Modern Optimization presents a self-contained overview of classical and modern ideas and methods in approaching optimization problems. The approach is rich and flexible enough to address smooth and non-smooth, convex and non-convex, finite or infinite-dimensional, static or dynamic situations. The first chapters of the book are devoted to the classical toolbox: topology and functional analysis, differential calculus, convex analysis and necessary conditions for differentiable constrained optimization. The remaining chapters are dedicated to more specialized topics and applications. Valuable to a wide audience, including students in mathematics, engineers, data scientists or economists, Classical and Modern Optimization contains more than 200 exercises to assist with self-study or for anyone teaching a third- or fourth-year optimization class"--
ISBN: 9781800610651
CODEN: cam 2200433 i 4500
LCCN: 2021028029
Nat. Bib. No.: GBC1F8169bnb
Nat. Bib. Agency Control No.: 020334628UkSubjects--Topical Terms:
183292
Mathematical optimization.
LC Class. No.: QA402.5 / .C367 2022
Dewey Class. No.: 519.6
Classical and modern optimization /
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