A New Class of Stochastic Volatility Models with Jumps: Theory and Estimation
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(2) CIRANO Le CIRANO est un organisme sans but lucratif constitué en vertu de la Loi des compagnies du Québec. Le financement de son infrastructure et de ses activités de recherche provient des cotisations de ses organisationsmembres, d’une subvention d’infrastructure du ministère de la Recherche, de la Science et de la Technologie, de même que des subventions et mandats obtenus par ses équipes de recherche. CIRANO is a private non-profit organization incorporated under the Québec Companies Act. Its infrastructure and research activities are funded through fees paid by member organizations, an infrastructure grant from the Ministère de la Recherche, de la Science et de la Technologie, and grants and research mandates obtained by its research teams. Les organisations-partenaires / The Partner Organizations •École des Hautes Études Commerciales •École Polytechnique •Université Concordia •Université de Montréal •Université du Québec à Montréal •Université Laval •Université McGill •MEQ •MRST •Alcan Aluminium Ltée •Banque Nationale du Canada •Banque Royale du Canada •Bell Québec •Développement des ressources humaines Canada (DRHC) •Egis •Fédération des caisses populaires Desjardins de Montréal et de l’Ouest-du-Québec •Hydro-Québec •Imasco •Industrie Canada •Microcell Labs inc. •Raymond Chabot Grant Thornton •Téléglobe Canada •Ville de Montréal © 1999 Mikhail Chernov, A. Ronald Gallant, Eric Ghysels et George Tauchen. Tous droits réservés. All rights reserved. Reproduction partielle permise avec citation du document source, incluant la notice ©. Short sections may be quoted without explicit permission, provided that full credit, including © notice, is given to the source. Ce document est publié dans l’intention de rendre accessibles les résultats préliminaires de la recherche effectuée au CIRANO, afin de susciter des échanges et des suggestions. Les idées et les opinions émises sont sous l’unique responsabilité des auteurs, et ne représentent pas nécessairement les positions du CIRANO ou de ses partenaires. This paper presents preliminary research carried out at CIRANO and aims at encouraging discussion and comment. The observations and viewpoints expressed are the sole responsibility of the authors. They do not necessarily represent positions of CIRANO or its partners. ISSN 1198-8177.
(3) A New Class of Stochastic Volatility Models with Jumps: Theory and Estimation* Mikhail Chernov†, A. Ronald Gallant‡, Eric Ghysels§, George Tauchen¶ Résumé / Abstract Nous présentons une nouvelle classe de processus à sauts avec volatilité stochastique. Cette nouvelle classe généralise les modèles affinés proposés par Duffie, Pan et Singleton (1998). La généralité se manifeste par une représentation générique des sauts par un processus de Lévy. La classe des processus que nous présentons nous fournit également des prix d’options. Une application empirique démontre la présence de sauts dans des séries financières telles le S&P500 et le Dow Jones. De plus, les processus n’ont pas une intensité constante. Nous analysons plusieurs spécifications empiriques. The purpose of this paper is to propose a new class of jump diffusions which feature both stochastic volatility and random intensity jumps. Previous studies have focussed primarily on pure jump processes with constant intensity and log-normal jumps or constant jump intensity combined with a one factor stochastic volatility model. We introduce several generalizations which can better accommodate several empirical features of returns data. In their most general form we introduce a class of processes which nests jump-diffusions previously considered in empirical work and includes the affine class of random intensity models studied by Bates (1998) and Duffie, Pan and Singleton (1998) but also allows for non-affine random intensity jump components. We attain the generality of our specification through a generic Lévy process characterization of the jump component. The processes we introduce share the desirable feature with the affine class that they yield analytically tractable and explicit option pricing formula. The non-affine class of processes we study include specifications where the random intensity jump component depends on the size of the previous jump which represent an alternative to affine random intensity jump processes which feature correlation between the stochastic volatility and jump component. We also allow for and experiment with different empirical specifications of the jump size distributions. We use two types of data sets. One involves the S&P500 and the other comprises of 100 years of daily Dow Jones index. The former is a return *. Corresponding Author: Eric Ghysels, Department of Economics and Finance, The Pennsylvania State University, 523 Kern Graduate Building, University Park, PA 16802-3305 Tel.: (814) 865-7924 Fax: (814) 863-4775 email: eghysels@psu.edu. †. Pennsylvania State University. ‡. University of North Carolina. §. Pennsylvania State University and CIRANO. ¶. Duke University.
(4) series often used in the literature and allows us to compare our results with previous studies. The latter has the advantage to provide a long time series and enhances the possibility of estimating the jump component more precisely. The non-affine random intensity jump processes are more parsimonious than the affine class and appear to fit the data much better.. Mots Clés :. Processus à sauts, mesures de Lévy, modèles à volatilité stochastique. Keywords:. Efficient method of moments, Poisson processes, jump processes, stochastic volatility models, filtering. JEL: G13, C14, C52, C53.
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