## Abstract Volatility plays a key role in asset and portfolio management and derivatives pricing. As such, accurate measures and good forecasts of volatility are crucial for the implementation and evaluation of asset and derivative pricing models in addition to trading and hedging strategies. Howe
The Volatility and Density Prediction Performance of Alternative GARCH Models
โ Scribed by Teng-Hao Huang; Yaw-Huei Wang
- Publisher
- John Wiley and Sons
- Year
- 2011
- Tongue
- English
- Weight
- 174 KB
- Volume
- 31
- Category
- Article
- ISSN
- 0277-6693
- DOI
- 10.1002/for.1217
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โฆ Synopsis
ABSTRACT
This study compares the volatility and density prediction performance of alternative GARCH models with different conditional distribution specifications. The conditional residuals are specified as normal, skewedHyphen;t or compound Poisson (jump) distribution based upon a nonlinear and asymmetric GARCH (NGARCH) model framework. The empirical results for the S&P 500 and FTSE 100 index returns suggest that the jump model outperforms all other models in terms of both volatility forecasting and density prediction. Nevertheless, the superiority of the nonHyphen;normal models is not always significant and diminished during the sample period on those occasions when volatility experiences an obvious structural change. Copyright ยฉ 2011 John Wiley & Sons, Ltd.
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