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Curto, J., Pinto, J. C. & Tavares, G. N. (2009). Modeling stock markets' volatility using GARCH models with normal, Student's t and stable Paretian distributions. Statistical Papers. 50 (2), 311-321
J. J. Curto et al., "Modeling stock markets' volatility using GARCH models with normal, Student's t and stable Paretian distributions", in Statistical Papers, vol. 50, no. 2, pp. 311-321, 2009
@article{curto2009_1732197943770, author = "Curto, J. and Pinto, J. C. and Tavares, G. N.", title = "Modeling stock markets' volatility using GARCH models with normal, Student's t and stable Paretian distributions", journal = "Statistical Papers", year = "2009", volume = "50", number = "2", doi = "10.1007/s00362-007-0080-5", pages = "311-321", url = "https://link.springer.com/article/10.1007%2Fs00362-007-0080-5" }
TY - JOUR TI - Modeling stock markets' volatility using GARCH models with normal, Student's t and stable Paretian distributions T2 - Statistical Papers VL - 50 IS - 2 AU - Curto, J. AU - Pinto, J. C. AU - Tavares, G. N. PY - 2009 SP - 311-321 SN - 0932-5026 DO - 10.1007/s00362-007-0080-5 UR - https://link.springer.com/article/10.1007%2Fs00362-007-0080-5 AB - As GARCH models and stable Paretian distributions have been revisited in the recent past with the papers of Hansen and Lunde (J Appl Econom 20: 873–889, 2005) and Bidarkota and McCulloch (Quant Finance 4: 256–265, 2004), respectively, in this paper we discuss alternative conditional distributional models for the daily returns of the US, German and Portuguese main stock market indexes, considering ARMA-GARCH models driven by Normal, Student’s t and stable Paretian distributed innovations. We find that a GARCH model with stable Paretian innovations fits returns clearly better than the more popular Normal distribution and slightly better than the Student’s t distribution. However, the Student’s t outperforms the Normal and stable Paretian distributions when the out-of-sample density forecasts are considered. ER -