Forecasting Daily Stock Volatility Using GARCH-CJ Type Models with Continuous and Jump Variation
Turkish Economic Review
View Archive InfoField | Value | |
Title |
Forecasting Daily Stock Volatility Using GARCH-CJ Type Models with Continuous and Jump Variation
|
|
Creator |
BOUSALAM, Issam; Doctorant chercheur en sciences économiques Université Abdelmalek Essaädi - Tanger Tél : (+212) 661 692 643 |
|
Subject |
GARCH-CJ; Jumps variation; Realized volatility; MASI Index; Morocco.
C22; F37; F47; G17. |
|
Description |
Abstract. In this paper we decompose the realized volatility of the GARCH-RV model into continuous sample path variation and discontinuous jump variation to provide a practical and robust framework for non- parametrically measuring the jump component in asset return volatility. By using 5-minute high-frequency data of MASI Index in Morocco for the period (January 15, 2010 - January 29, 2016), we estimate parameters of the constructed GARCH and EGARCH-type models (namely, GARCH, GARCH-RV, GARCH-CJ, EGARCH, EGARCH-RV, and EGARCH-CJ) and evaluate their predictive power to forecast future volatility. The results show that the realized volatility and the continuous sample path variation have certain predictive power for future volatility while the discontinuous jump variation contains relatively less information for forecasting volatility. More interestingly, the findings show that the GARCH-CJ-type models have stronger predictive power for future volatility than the other two types of models. These results have a major contribution in financial practices such as financial derivatives pricing, capital asset pricing, and risk measures.Keywords. GARCH-CJ, Jumps variation, Realized volatility, MASI Index, Morocco.JEL. C22, F37, F47, G17.
|
|
Publisher |
Turkish Economic Review
Turkish Economic Review |
|
Contributor |
—
|
|
Date |
2016-03-18
|
|
Type |
info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion — |
|
Format |
application/pdf
|
|
Identifier |
http://www.kspjournals.org/index.php/TER/article/view/678
10.1453/ter.v3i1.678 |
|
Source |
Turkish Economic Review; Vol 3, No 1 (2016): March; 160-169
Turkish Economic Review; Vol 3, No 1 (2016): March; 160-169 2149-0414 |
|
Language |
eng
|
|
Relation |
http://www.kspjournals.org/index.php/TER/article/view/678/729
http://www.kspjournals.org/index.php/TER/article/downloadSuppFile/678/270 http://www.kspjournals.org/index.php/TER/article/downloadSuppFile/678/271 http://www.kspjournals.org/index.php/TER/article/downloadSuppFile/678/272 |
|
Rights |
Copyright (c) 2016 Turkish Economic Review
http://creativecommons.org/licenses/by-nc/4.0 |
|