最优化基础 (刘翰林)MAT80602023秋  
2023秋
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选课类别:专业任务 教学语言:英文
课程类别:专业必修课 开课单位:商学院
课程层次:研究生 获得学分:3.0
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课程简介(教工部数据)
优化理论是解决大规模问题的核心工具,本课程将介绍优化理论的基础,内容涵盖了凸分析,线性优化,一般凸优化,对偶理论,组合优化,动态规划以及基础的优化算法。本课程旨在为学生提供识别商业和工程应用中出现的各类优化问题的训练,介绍基本的理论知识,并专注于建模方面和应用中有用的结果。在讲授理论基础之外,此课程还将介绍优化理论在不同领域,包括统计学、机器学习、运营管理、和经济学中的应用。


Optimization theory is the core tool for solving large-scale problems.This course will introduce the basis of optimization theory, covering convexanalysis, linear optimization, general convex optimization, dual theory,combinatorial optimization, dynamic programming and basic optimizationalgorithms. This course aims to provide students with the training to identifyvarious types of optimization problems that arise in business and engineeringapplications, introduce basic theoretical knowledge, and focus on modelingaspects and results that are useful in applications. In addition to teachingthe theoretical foundations, this course will also introduce the application ofoptimization theory in different fields, including statistics, machinelearning, operations management, and economics.
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