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Predicting Exchange Rate Volatility: Genetic Programming versus GARCH and RiskMetrics

By: Neely, Christopher J.; Weller, Paul A. | Review - Federal Reserve Bank of St. Louis, May/June 2002 | Article details

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Predicting Exchange Rate Volatility: Genetic Programming versus GARCH and RiskMetrics


Neely, Christopher J., Weller, Paul A., Review - Federal Reserve Bank of St. Louis


It is well established that the volatility of asset prices displays considerable persistence. That is, large movements in prices tend to be followed by more large moves, producing positive serial correlation in squared returns. Thus, current and past volatility can be used to predict future volatility This fact is important to both financial market practitioners and regulators.

Professional traders in equity and foreign exchange markets must pay attention not only to the expected return from their trading activity but also to the risk that they incur. Risk-averse investors will wish to reduce their exposure during periods of high volatility, and improvements in risk-adjusted …

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