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Introduction to Algorithmic Trading Strategies

Introduction to Algorithmic Trading Strategies

Course Description

This course is to introduce students to quantitative trading. Traders usually start with an intuition or a vague trading idea. �Using mathematics, they turn 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 the rigorous statistical tests, the traders implement the model on computer systems 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 sciences meet. �In this course, students study trading strategies from the popular 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.

Course Outline

Please note that the files can only be opened properly by Microsoft Office 2010.

Week

Topics

Readings

Homeworks

1

Overview of Algorithmic Trading

Lecturer handout

 

2

Hidden Markov Trading Model

Lecturer handout

hw1

3

Pairs Trading by Cointegration

Lecturer handout

hw2

4

Optimal Pairs Trading by Stochastic Control

Lecturer handout

hw3

5

Pairs Trading by Stochastic Spread Methods

Lecturer handout

 

6

Technical Analysis: Linear Trading Rules

Lecturer handout

 

7

Portfolio Optimization

Lecturer handout

hw4

8

Risk Management

Lecturer handout

 

Recommended Readings

Numerical Method�s collection of Quantitative/Algorithmic Trading Literature

Student Projects

� The quantitative trading strategies group projects for FE8827, 2011, Nanyang Technological University.

� The quantitative trading strategies group projects for QF5205, Fall 2011, National University Of Singapore.

Student Feedback

� 2013 @ The Hong Kong University of Science & Technology

� 2012 @ National University of Singapore

� 2012 @ Nanyang Technological University

� 2012 @ HKUST

� 2011 @ Nanyang Technological University

� 2011 @ FuDan University (复旦大学)