An Easy Path to Convex Analysis and Applications (Paperback)
暫譯: 簡易的凸分析與應用

Boris S. Mordukhovich, Nguyen Mau Nam

  • 出版商: Morgan & Claypool
  • 出版日期: 2013-12-01
  • 售價: $1,900
  • 貴賓價: 9.5$1,805
  • 語言: 英文
  • 頁數: 218
  • 裝訂: Paperback
  • ISBN: 1627052372
  • ISBN-13: 9781627052375
  • 立即出貨 (庫存=1)

商品描述

Convex optimization has an increasing impact on many areas of mathematics, applied sciences, and practical applications. It is now being taught at many universities and being used by researchers of different fields. As convex analysis is the mathematical foundation for convex optimization, having deep knowledge of convex analysis helps students and researchers apply its tools more effectively. The main goal of this book is to provide an easy access to the most fundamental parts of convex analysis and its applications to optimization. Modern techniques of variational analysis are employed to clarify and simplify some basic proofs in convex analysis and build the theory of generalized differentiation for convex functions and sets in finite dimensions. We also present new applications of convex analysis to location problems in connection with many interesting geometric problems such as the Fermat-Torricelli problem, the Heron problem, the Sylvester problem, and their generalizations. Of course, we do not expect to touch every aspect of convex analysis, but the book consists of sufficient material for a first course on this subject. It can also serve as supplemental reading material for a course on convex optimization and applications.

Table of Contents: Preface / Acknowledgments / List of Symbols / Convex Sets and Functions / Subdifferential Calculus / Remarkable Consequences of Convexity / Applications to Optimization and Location Problems / Solutions and Hints for Exercises / Bibliography / Authors' Biographies / Index

商品描述(中文翻譯)

凸優化在數學、應用科學和實際應用的許多領域中影響日益增強。它現在在許多大學中教授,並被不同領域的研究人員使用。由於凸分析是凸優化的數學基礎,深入了解凸分析有助於學生和研究人員更有效地應用其工具。本書的主要目標是提供對凸分析及其在優化中應用的最基本部分的簡易訪問。現代變分分析技術被用來澄清和簡化凸分析中的一些基本證明,並建立有限維度中凸函數和集合的廣義微分理論。我們還展示了凸分析在位置問題中的新應用,這些問題與許多有趣的幾何問題有關,如費馬-托里切利問題、海龍問題、席爾維斯特問題及其推廣。當然,我們不期望涵蓋凸分析的每一個方面,但本書包含了足夠的材料,適合作為這一主題的第一門課程。它也可以作為凸優化及其應用課程的補充閱讀材料。

目錄:前言 / 致謝 / 符號列表 / 凸集合與函數 / 次微分計算 / 凸性的顯著後果 / 優化與位置問題的應用 / 練習題的解答與提示 / 參考文獻 / 作者簡介 / 索引