图书简介
The book presents a graduate level, rigorous, and self-contained introduction to linear optimization (LO), the presented topics being expressive abilities of LO; geometry of LO — structure of polyhedral sets, LO duality and its applications; traditional LO algorithms — primal and dual simplex methods, and network simplex method; polynomial time solvability of LO via ellipsoid algorithm; conic programming with emphasis on expressing abilities of second order and semidefinite optimization, and polynomial time primal-dual interior point algorithms for linear and semidefinite optimization.Key FeaturesLinear optimization has wide application in decision making, engineering, and data scienceThe author is a renowned expert on the topicSelf-contained with background information summarized in the appendicesRigorous presentation of all the essential but avoid heavy technical detail wherever possibleNovel approach or results: (1)presenting "calculus" of problems reducible to LO (something which traditionally is taught via a sample of instructive examples) including, in particular, the results on polynomial time reducibility of Conic Quadratic Optimization to LO; (2) Another novelty is in presenting the basic theory of contemporary extension of LO — Conic Programming, primarily, Conic Quadratic and Semidefinite Optimization, with emphasis on expressive abilities of these generic problems and on Conic Programming Duality; (3)In addition, we describe basic versions of polynomial time primal-dual path-following algorithms for LO and SDO and carry out rigorous complexity analysis of these algorithms
Main Notational Conventions; Introduction to LO: Examples of LO Models; Geometry of Linear Optimization: Polyhedral Sets and their Geometry; Theory of Systems of Linear Inequalities and Duality; Classical LO Algorithms: The Simplex Method: Simplex Method; The Network Simplex Algorithm; Complexity of Linear Optimization and the Ellipsoid Method: Polynomial Time Solvability of Linear Optimization; Conic Programming and Interior Point Methods: Conic Programming; Interior Point Methods for LO and Semidefinite Optimization; Appendices: Prerequisites from Linear Algebra; Prerequisites from Real Analysis; Symmetric Matrices; Solutions to Selected Exercises; Bibliography; Index
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