Introduction to Quantitative Trading Strategies, 2015
Course Description
This course introduces students to quantitative trading. A trader usually starts with an intuition or a vague trading idea. Using mathematics, s/he turns the intuition into a quantitative trading model for analysis, back testing and refinement. When the quantitative trading model proves to be likely profitable after passing rigorous statistical tests, the trader implements the model on a computer system for automatic execution. In short, quantitative trading is the process where ideas are turned into mathematical models and then coded into computer programs for systematic trading. It is a science where mathematics and computer science meet. In this course, students study trading strategies from the popular academic literature and learn the fundamental mathematics and IT aspects of this emerging field. By working on the class projects, they will gain hands-on experience. After satisfactorily completing this course, the students will have the necessary quantitative, computing, and programming skills in quantitative trading. They are therefore well prepared for a front office role in hedge funds or banks.
Text Book
Numerical Methods in Quantitative Trading, by Dr. Haksun Li, Dr. Waipun Ken Yiu, Dr. Kevin Haoyu Sun
Course Outline
| Lesson | Topics | Reading | Homework |
|---|---|---|---|
| 1 | Overview of Quantitative Trading | Lecturer handout | hw1 |
| 2 | Hidden Markov Model | Lecturer handout | hw2 |
| 3 | Optimal Trend Following Strategy | Lecturer handout | hw3 |
| 4 | Introduction to Reversal Trading by Cointegration | Lecturer handout | hw4 |
| 5 | Optimal Reversal Trading Strategy | Lecturer handout | |
| 6 | Reversal Trading by Stochastic Spread Methods | Lecturer handout | |
| 7 | Small Mean Reverting Portfolio | Lecturer handout | hw5 |
| 8 | Performance Measures | Lecturer handout | |
| 9 | Quantitative Equity Portfolio Management | Lecturer handout | hw7 |
| 10 | Risk Management | Lecturer handout | hw6 |
Recommended Readings
- Numerical Methods in Quantitative Trading
- Introduction to Quantitative Investment, 201310
- Introduction to Algorithmic Trading Strategies, 2011-2013
- Numerical Method’s collection of Quantitative/Algorithmic Trading Literature
- Lecture 1 video
Student Feedback
- 2015 @ The Hong Kong University of Science & Technology
- 2013 @ FuDan University (复旦大学)
- 2013 @ The Hong Kong University of Science & Technology
- 2012 @ The National University of Singapore
- 2012 @ Nanyang Technological University
- 2012 @ The Hong Kong University of Science & Technology
- 2011 @ Nanyang Technological University
- 2011 @ FuDan University (复旦大学)