International Journal of Economics and Finance · 2012 · 73 citations · 48 references
BusinessEconomicsFinanceEconometricsFinancial EconomicsTime Series AnalysisAsset Pricing EmpiricsAsset Return ModelingCapital MarketsMarket RiskVolatility AnalysisVolatility ModelingArch ModelsAsymmetric Volatility ModelsConditional Heteroskedasticity ModelsConditional VarianceGeneralized Autoregressive Conditional Heteroskedasticity ModelsRisk Premium AnalysisStock Market ReturnsVolatility Modelling
Stock market volatility in two African exchanges, Khartoum Stock Exchange, KSE (from Sudan) and Cairo and Alexandria Stock Exchange, CASE (from Egypt) is modelled and estimated. The analysis is based on using daily closing prices on the general indices in the two markets over the period of 2nd January 2006 to 30th November 2010. The paper employs different univariate specifications of the Generalized Autoregressive Conditional Heteroscedastic (GARCH) model, including both symmetric and asymmetric models. The empirical results show that the conditional variance (volatility) is an explosive process for the KSE index returns series, while it is quite persistent for the CASE index returns series. The results also provide evidence on the existence of a positive risk premium in both markets, which supports the hypothesis of a positive correlation between volatility and the expected stock returns. Furthermore, the asymmetric GARCH models find a significant evidence for asymmetry in stock returns in the two markets, confirming the presence of leverage effect in the returns series.
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Generalized autoregressive conditional heteroskedasticity
Tim Bollerslev · Journal of Econometrics · 1986 · 22.3K citations · Full text
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Likelihood Ratio Statistics for Autoregressive Time Series with a Unit Root
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