In this study, we consider option pricing under a Markov regime-switching GARCH-jump (RS-GARCH-jump) model. More specifically, we derive the risk neutral dynamics and propose a lattice algorithm to price European and American options in this framework. We also provide a method of parameter estimation in our RS-GARCH-jump setting using historical data on the underlying time series. To measure the pricing performance of the proposed algorithm, we investigate the convergence of the tree-based results to the true option values and show that this algorithm exhibits good convergence. By comparing the pricing results of RS-GARCH-jump model with regime-switching GARCH (RS-GARCH) model, GARCH-jump model, GARCH model, Black-Scholes (BS) model, and Regime-Switching (RS) model, we show that accommodating jump effect and regime switching substantially changes the option prices. The empirical results also show that the RS-GARCH-jump model performs well in explaining option prices and confirm the importance of allowing for both jump components and regime switching.
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Department of Economics, Statistics, and Finance, University of Calabria, Ponte Bucci Cubo 0C, 87036 Rende, CSDepartment of Economics, Statistics, and Finance, University of Calabria, Ponte Bucci Cubo 0C, 87036 Rende, CS
Costabile M.
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Leccadito A.
Massabó I.
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Department of Economics, Statistics, and Finance, University of Calabria, Ponte Bucci Cubo 0C, 87036 Rende, CSDepartment of Economics, Statistics, and Finance, University of Calabria, Ponte Bucci Cubo 0C, 87036 Rende, CS
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E China Normal Univ, Sch Finance & Stat, Shanghai 200241, Peoples R ChinaUniv Melbourne, Dept Econ, Ctr Actuarial Studies, Melbourne, Vic 3010, Australia
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Tokyo Metropolitan Univ, Grad Sch Social Sci, 1-1 Minami Ohsawa, Tokyo 1920397, JapanTokyo Metropolitan Univ, Grad Sch Social Sci, 1-1 Minami Ohsawa, Tokyo 1920397, Japan
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East China Normal Univ, Sch Stat, Shanghai, Peoples R ChinaEast China Normal Univ, Sch Stat, Shanghai, Peoples R China
Fan, Kun
Shen, Yang
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York Univ, Dept Math & Stat, Toronto, ON M3J 1P3, CanadaEast China Normal Univ, Sch Stat, Shanghai, Peoples R China
Shen, Yang
Siu, Tak Kuen
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Macquarie Univ, Fac Business & Econ, Dept Appl Finance & Actuarial Studies, Sydney, NSW, AustraliaEast China Normal Univ, Sch Stat, Shanghai, Peoples R China
Siu, Tak Kuen
Wang, Rongming
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East China Normal Univ, Sch Stat, Shanghai, Peoples R ChinaEast China Normal Univ, Sch Stat, Shanghai, Peoples R China