TABLE OF CONTENTS: List of Tables xi List of Figures xvii List of Color Plates xxi Acknowledgments xxiii Chapter 1: Introduction 1 1.1 Tail Risk 7 1.2 Nonlinear Risks 13 1.3 Illiquidity and Serial Correlation 25 1.4 Literature Review 30 Chapter 2: Basic Properties of Hedge Fund Returns 34 2.1 CS/Tremont Indexes 37 2.2 Lipper TASS Data 40 2.3 Attrition Rates 43 Chapter 3: Serial Correlation, Smoothed Returns, and Illiquidity 64 3.1 An Econometric Model of Smoothed Returns 66 3.2 Implications for Performance Statistics 70 3.3 Estimation of Smoothing Profiles 75 3.4 Smoothing-Adjusted Sharpe Ratios 79 3.5 Empirical Analysis of Smoothing and Illiquidity 83 Chapter 4: Optimal Liquidity 97 4.1 Liquidity Metrics 98 4.2 Liquidity-Optimized Portfolios 105 4.3 Empirical Examples 107 4.4 Summary and Extensions 117 Chapter 5: Hedge Fund Beta Replication 121 5.1 Literature Review 123 5.2 Two Examples 124 5.3 Linear Regression Analysis 126 5.4 Linear Clones 138 5.5 Summary and Extensions 164 Chapter 6: A New Measure of Active Investment Management 168 6.1 Literature Review 170 6.2 The AP Decomposition 172 6.3 Some Analytical Examples 180 6.4 Implementing the AP Decomposition 187 6.5 An Empirical Application 191 6.6 Summary and Extensions 196 Chapter 7: Hedge Funds and Systemic Risk 198 7.1 Measuring Illiquidity Risk 200 7.2 Hedge Fund Liquidations 203 7.3 Regime-Switching Models 211 7.4 The Current Outlook 215 Chapter 8: An Integrated Hedge Fund Investment Process 217 8.1 Define Asset Classes by Strategy 221 8.2 Set Portfolio Target Expected Returns 222 8.3 Set Asset-Class Target Expected Returns and Risks 222 8.4 Estimate Asset-Class Covariance Matrix 223 8.5 Compute Minimum-Variance Asset Allocations 224 8.6 Determine Manager Allocations within Each Asset Class 225 8.7 Monitor Performance and Risk Budgets 227 8.8 The Final Specification 227 8.9 Risk Limits and Risk Capital 229 8.10 Summary and Extensions 235 Chapter 9: Practical Considerations 237 9.1 Risk Management as a Source of Alpha 237 9.2 Risk Preferences 239 9.3 Hedge Funds and the Efficient Markets Hypothesis 242 9.4 Regulating Hedge Funds 250 Chapter 10: What Happened to the Quants in August 2007? 255 10.1 Terminology 260 10.2 Anatomy of a Long/Short Equity Strategy 261 10.3 What Happened in August 2007 269 10.4 Comparing August 2007 with August 1998 273 10.5 Total Assets, Expected Returns, and Leverage 276 10.6 The Unwind Hypothesis 281 10.7 Illiquidity Exposure 284 10.8 A Network View of the Hedge Fund Industry 286 10.9 Did Quant Fail? 292 10.10 Qualifications and Extensions 298 10.11 The Current Outlook 300 Appendix 303 A.1 Lipper TASS Category Definitions 303 A.2 CS/Tremont Category Definitions 305 A.3 Matlab Loeb Function tloeb 308 A.4 GMM Estimators for the AP Decomposition 310 A.5 Constrained Optimization 312 A.6 A Contrarian Trading Strategy 313 A.7 Statistical Significance of Aggregate Autocorrelations 314 References 317 Index 331 Return to Book Description File created: 4/27/2015 |