EE&CSE: 컨벡스 최적화

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IC667 EE&CSE: 컨벡스 최적화
과목번호 IC667
학점/이론시수/실습시수 3/3/0
교과구분 교선필수
이학/공학 이-공
대분류 기초공학
소분류 컴퓨터공학
최초개설연도
교수자
개설학년 4
개설학기
교재

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선수과목

개요

This course aims to give students the tools and training to recognize convex optimization problems that arise in scientific and engineering applications, presenting the basic theory, and concentrating on modeling aspects and results that are useful in applications. Topics include convex sets, convex functions, optimization problems, least-squares, linear and quadratic programs, semidefinite programming, optimality conditions, and duality theory. This course should benefit anyone who uses or will use scientific computing or optimization in engineering or related work. More specifically, people from the following departments and fields: Electrical Engineering (especially areas like signal and image processing, communications, control); Aero & Astro (control, navigation, design); Computer Science (especially machine learning, robotics, computer graphics, algorithms & complexity, computational geometry); Operations Research (MS&E at Stanford); and Scientific Computing and Computational Mathematics.

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