決策與大腦
Decision making and the brain
學期
111-2
學分
2
學分
當期課號
132712
永久課號
LSNS30067
開課單位
神經科學研究所
授課教師
吳仕煒
校區
陽明
類別
選修
上課時間表
| 節 | 週一 |
|---|---|
5 13:20–14:10 | 決策與大腦 YL824 2 節連堂 |
6 14:20–15:10 |
* 根據陽明交大上課時間表所列
概述
Introduce how neuroscience, economics, and psychology are combined to understand human decision making. How are preferences formed in the brain? How does the nervous system process external information, and forms decisions through experience and learning? What are the similarities and differences between human and artificial intelligence? 介紹神經科學如何融合心理學和經濟學來研究大腦。偏好在大腦內如何形成?神經系統如何處理外在訊息、並透過經驗和學習來做決定?人腦和人工智能在決策演算法的異同在哪裡?
評分方式
In-class paper presentation: 30% Midterm report: project idea: 30% Final project proposal: 40%
週次計畫
| 週次 | 主題 |
|---|---|
| 第 1 週 | The birth of Neuroeconomics A brief history of neuroeconomics (textbook) Chapter 5, 6 |
| 第 2 週 | Brain and Economics Chapter 1, 5, 6 |
| 第 3 週 | What is preference? Chapter 1, 8, 20 |
| 第 4 週 | What is rationality? From economics to psychology Chapter 1, 3, Appendix Paper presentation 1 |
| 第 5 週 | Money, gains, losses, and probability: How does the brain see them? Chapter 6, 8, 9, 20 Paper presentation 2 |
| 第 6 週 | Experiment time: an fMRI experiment on loss aversion Chapter 6, 8 |
| 第 7 週 | How does the brain learn? From prediction error and reinforcement learning Chapter 15 Paper presentation 3 |
| 第 8 週 | What is the difference between the biological intelligence and artificial intelligence? From the perspectives of algorithms Chapter 16, 21 Paper presentation 4 |
| 第 9 週 | Experiment time: an fMRI experiment on reinforcement learning Chapter 15 |
| 第 10 週 | Decisions about time and waiting Chapter 10, 17 Paper presentation 5 |
| 第 11 週 | Impulsivity, self-control and decision making Chapter 8, 10 Paper presentation 6 |
| 第 12 週 | One brain or two? How neuroscience views dual-system models Chapter 21, 22 Paper presentation 7 |
| 第 13 週 | Is the Brain an efficient system? Efficient coding hypothesis and its implications Chapter 24 Paper presentation 8 |
| 第 14 週 | Context effects Chapter 24 Paper presentation 9 |
| 第 15 週 | How does the brain accumulate evidence, combine information from the past and present? Chapter 19 |
| 第 16 週 | Neural network models for evidence accumulation Chapter 23 |
| 第 17 週 | |
| 第 18 週 |
教科書
Glimcher PW, Fehr E (2013) Neuroeconomics: decision making and the brain. Academic Press.