演算法與管理科學專論

Special Topic on Algorithms in Management Science

學期

109-2

學分

3 學分

當期課號

5540

永久課號

IEM5280

開課單位

工業工程與管理學系

授課教師

林春成

類別

選修

上課時間表

節	週一
A 18:30–19:20	演算法與管理科學專論 MB403 3 節連堂
B 19:30–20:20
C 20:30–21:20

* 根據陽明交大上課時間表所列

概述

To train students to have the ability to think over and engage in the research on algorithms applied in management science, this course aims to provide an open discussion forum in the topic, which allows students to have more interaction with the lecturer. In this course, each student must weekly make a presentation based on the latest academic publications or present his/her project process, and all students should make discussion and comments on the presentations from their opinions.

先修科目

萬用啟發式演算法、程式設計、作業研究

教學方式

All the materials can be downloaded from http://e3.nctu.edu.tw/

評分方式

1. Participation and discussion: 20% 2. Presentation: 30% 3. Term projects: 50%

課程大綱

Metaheuristics
Management Science

週次計畫

週次	主題
第 1 週	Overview
第 2 週	Recent research on simulated annealing in management science (MS)
第 3 週	Recent research on simulated annealing in MS
第 4 週	Recent research on genetic algorithm in MS
第 5 週	Recent research on genetic algorithm in MS
第 6 週	Recent research on particle swarm optimization in MS
第 7 週	Recent research on particle swarm optimization in MS
第 8 週	Recent research on ant colony optimization in MS
第 9 週	Recent research on ant colony optimization in MS
第 10 週	Recent research on multi-objective metaheuristics in MS
第 11 週	Recent research on multi-objective metaheuristics in MS
第 12 週	Recent research on fuzzy metaheuristics in MS
第 13 週	Recent research on fuzzy metaheuristics in MS
第 14 週	Recent research on hybrid metaheuristics and machine learning in MS
第 15 週	Recent research on hybrid metaheuristics and artificial intelligence in MS
第 16 週	Term project
第 17 週	Term project
第 18 週	Term project

教科書

No textbooks. Students should focus on the latest academic publications on metaheuristic algorithms, evolutionary computation, operations research, and management science. Some reference books are listed as follows: 1. M. Gendreau and J.-Y. Potvin, Handbook of Metaheuristics, 3rd Edition, Springer, (to appear), 2019. 2. P. Siarry, Metaheuristics, Springer, 2016. 3. S. Luke, Essentials of Metaheuristics, 2nd Edition, Lulu, 2013. 4. B. W. Taylor, Introduction to Management Science, 12th edition, 2015.

Office Hours

地點: MB501
時間: TBD
聯絡方式: cclin321@nctu.edu.tw