Optimization Models

Calafiore, Giuseppe C., El Ghaoui, Laurent

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商品描述

Emphasizing practical understanding over the technicalities of specific algorithms, this elegant textbook is an accessible introduction to the field of optimization, focusing on powerful and reliable convex optimization techniques. Students and practitioners will learn how to recognize, simplify, model and solve optimization problems - and apply these principles to their own projects. A clear and self-contained introduction to linear algebra demonstrates core mathematical concepts in a way that is easy to follow, and helps students to understand their practical relevance. Requiring only a basic understanding of geometry, calculus, probability and statistics, and striking a careful balance between accessibility and rigor, it enables students to quickly understand the material, without being overwhelmed by complex mathematics. Accompanied by numerous end-of-chapter problems, an online solutions manual for instructors, and relevant examples from diverse fields including engineering, data science, economics, finance, and management, this is the perfect introduction to optimization for undergraduate and graduate students.

商品描述(中文翻譯)

強調實用理解而非特定演算法的技術細節,這本優雅的教科書是優化領域的易懂入門,專注於強大且可靠的凸優化技術。學生和實務工作者將學會如何識別、簡化、建模和解決優化問題,並將這些原則應用於自己的專案。清晰且自成體系的線性代數入門以易於理解的方式展示核心數學概念,幫助學生理解其實際相關性。本書僅需具備基本的幾何、微積分、機率和統計知識,並在可及性與嚴謹性之間取得良好平衡,使學生能迅速理解材料,而不會被複雜的數學所壓倒。書中附有大量章末習題、供教師使用的線上解答手冊,以及來自工程、數據科學、經濟學、金融和管理等多個領域的相關範例,這是本科生和研究生學習優化的完美入門書籍。