經濟與智慧計算概論
Introduction to Economics and Intelligent Computation
| 節 | 週二 |
|---|---|
A 18:30–19:20 | 經濟與智慧計算概論 MB311 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
Economics and computation is an emerging and active interdisciplinary research area, with contributions from theoretical computer science, economics, networking, artificial intelligence, operations research, and discrete mathematics. More specifically, “algorithmic game theory” and “learning in games” are more on the analysis side of equilibria, and “algorithmic mechanism design” and “social choice” are more on the engineering side. In this course, we aim to give an introduction and overview to the main results such as efficiency of equilibria and complexity of computing equilibria, learning to reach equilibria, and learning to design mechanisms.
Evaluation and Grading Policy: Homework: 4 assignments (60%) Final Presentation: reading and presentation (40%)
- Introduction
- Price of Anarchy
- Computing equilibria
- Learning in games
- Mechanism design and social choice
- Fnal presentations
| 週次 | 主題 |
|---|---|
| 第 1 週 | Introduction and overview |
| 第 2 週 | Game theory and equilibria |
| 第 3 週 | Efficiency of equilibria |
| 第 4 週 | POA |
| 第 5 週 | POA |
| 第 6 週 | POA |
| 第 7 週 | POA |
| 第 8 週 | Computing equilibria |
| 第 9 週 | Computing equilibria |
| 第 10 週 | Learning in games |
| 第 11 週 | Learning in games |
| 第 12 週 | Social Choice Theorem |
| 第 13 週 | Classical Results: VCG mechanisms |
| 第 14 週 | Applications |
| 第 15 週 | Classical Results: Myerson's optimal auctions |
| 第 16 週 | Classical Results: Myerson's optimal auctions |
| 第 17 週 | Classical Results: Myerson's optimal auctions |
| 第 18 週 | Classical Results: Myerson's optimal auctions |
Algorithmic Game Theory, edited by Noam Nisan, Tim Roughgarden, and Vijay V. Vazirani. 2007 Handbook of Computational Social Choice. 2016 Multiagent Systems: Algorithmic, Game-Theoretic, and Logical Foundations, by Yoav Shohan and Kevin Leyton–Brown. 2012 References: Microeconomics, A. Mas-Colell, M. Whinston, and J. Green. 1995 Conference papers mainly from ACM EC, WINE, AAMAS, SAGT, STOC, FOCS, SODA, AAAI, etc. Journal papers mainly from GEB, IJGT, ACM TEAC, AIJ, JAIR, etc.
- 地點
- TBD
- 時間
- By appointment
- 聯絡方式
- poanch@gmail.com