演算式決策與學習專題
Seminar in Algorithmic Decision and Learning
| 節 | 週三 |
|---|---|
5 13:20–14:10 | 演算式決策與學習專題 MB311 3 節連堂 |
6 14:20–15:10 | |
7 15:30–16:20 |
* 根據陽明交大上課時間表所列
Algorithmic game theory and learning are active interdisciplinary research areas with contributions from theoretical computer science, economics, networking, artificial intelligence, operations research, and discrete mathematics. In this course, we aim to further look into the rich literature and most updated developments or progress by reviewing the papers from the top conferences and journals related to the areas, and expect students to form their own research proposals.
Economics and Computation, or Algorithmic Decision and Learning, or Algorithmic Mechanism Design and Social Choice
Literature review: paper reading, presentation, and critique multiple times (60%) Research Proposal and presentation (40%)
- Algorithmic Bias
- Feature Selection/Engineering
- Multiagent Learning
- Medical/Health Data Analysis and/or scheduling
- Research proposal presentation
| 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 | Price of anarchy |
| 第 5 週 | Price of anarchy |
| 第 6 週 | Price of anarchy |
| 第 7 週 | Price of anarchy |
| 第 8 週 | Computing equilibria |
| 第 9 週 | Online learning |
| 第 10 週 | Learning in games |
| 第 11 週 | Multiagent systems |
| 第 12 週 | Fairness and bias in machine learning |
| 第 13 週 | Fairness and bias in machine learning |
| 第 14 週 | Fairness and bias in machine learning |
| 第 15 週 | Presentations |
| 第 16 週 | Presentations |
Conference papers mainly from ACM Conference on Economics and Computation, Conference on Web and Internet Economics, International Conference on Autonomous Agents and Multiagent Systems, Symposium on Algorithmic Game Theory, Symposium on Theory of Computing, Symposium on Foundation of Computer Science, SIAM Symposium on Discrete Algorithms, Conference on Learning Theory, International Conference on Machine Learning, Conference on Neural Information Processing, etc. Journal papers mainly from Games and Economic Behavior, International Journal of Game Theory, ACM Transactions on Economics and Computation, etc.
- 地點
- MB301
- 時間
- By appointment
- 聯絡方式
- poanchen@nctu.edu.tw