Hedge Fund Modelling and Analysis using MATLAB

Preface xi
 
1 The Hedge Fund Industry 1
 
1.1 What are Hedge Funds? 1
 
1.2 The Structure of a Hedge Fund 4
 
1.2.1 Fund Administrators 4
 
1.2.2 Prime Brokers 5
 
1.2.3 Custodian, Auditors and Legal 6
 
1.3 The Global Hedge Fund Industry 6
 
1.3.1 North America 8
 
1.3.2 Europe 9
 
1.3.3 Asia 10
 
1.4 Specialist Investment Techniques 10
 
1.4.1 Short Selling 10
 
1.4.2 Leverage 12
 
1.4.3 Liquidity 13
 
1.5 New Developments for Hedge Funds 14
 
1.5.1 UCITS III Hedge Funds 14
 
1.5.2 The European Passport 17
 
1.5.3 Restrictions on Short Selling 17
 
2 Hedge Fund Data Sources 19
 
2.1 Hedge Fund Databases 19
 
2.2 Major Hedge Fund Indices 20
 
2.2.1 Non-Investable and Investable Indices 20
 
2.2.2 Dow Jones Credit Suisse Hedge Fund Indices 22
 
2.2.3 Hedge Fund Research 28
 
2.2.4 FTSE Hedge 32
 
2.2.5 Greenwich Alternative Investments 33
 

2.2.6 Morningstar Alternative Investment Center 35
 
2.2.7 EDHEC Risk and Asset Management Research Centre 39
 
2.3 Database and Index Biases 39
 
2.3.1 Survivorship Bias 40
 
2.3.2 Instant History Bias 41
 
2.4 Benchmarking 42
 
2.4.1 Tracking Error 43
 
3 Statistical Analysis 45
 
3.1 Basic Performance Plots 45
 
3.1.1 Value Added Index 45
 
3.1.2 Histograms 47
 
3.2 Probability Distributions 49
 
3.2.1 Populations and Samples 51
 
3.3 Probability Density Function 52
 
3.4 Cumulative Distribution Function 53
 
3.5 The Normal Distribution 54
 
3.5.1 Standard Normal Distribution 55
 
3.6 Visual Tests for Normality 56
 
3.6.1 Inspection 56
 
3.6.2 Normal Probability Plot 56
 
3.7 Moments of a Distribution 58
 
3.7.1 Mean and Standard Deviation 58
 
3.7.2 Skew 60
 
3.7.3 Kurtosis

Paul Darbyshire gained his PhD in Theoretical Physics from King's College London and then began his career working has a Quantitative Analyst and Trader at HSBC on the Exotic Derivatives and Structured Products desk. He has subsequently been involved in the development and implementation of a variety of trading and risk management platforms for a number of major investment banks around the globe. Since 2005, Paul has been responsible for the analysis and design of cutting-edge algorithms in the development of behavioural finance and decision making models at the University of Oxford. Paul also provides many private equity firms, hedge funds and investment management companies with senior consultancy in areas such as dynamic portfolio optimisation, trading platform design, software engineering and risk management.
 
David Hampton gained his PhD in Electrical Engineering from the Queen's University of Belfast and an international MBA from Institut Superieur de Gestion in Paris, New York and Tokyo before joining Bank of America Capital Markets in London. David was previously an Adjunct Finance Professor at Skema Business School in Sophia Antipolis where he taught Financial Engineering and Excel/VBA Programming at the MSc level. At EDHEC Business School in Nice, he was responsible for managing their range of five MSc courses as Assistant Dean of the Financial Economics Track. An NFA registered CTA since 1996, David has been active as a consultant to the hedge fund community and as a Hedge Fund Manager with particular expertise in Global Macro Managed Futures and Long Short Equity investment styles.
 
Both David and Paul are Directors of darbyshirehampton; an innovative quantitative research, advisory, and consultancy firm specialising in hedge funds and the alternative investment industry. Website: www.darbyshirehampton.com.