Asymptotic behavior of maximum likelihood estimators for a jump-type Heston model
Mátyás Barczy, Mohamed Ben Alaya, Ahmed Kebaier, Pap Gyula
Abstract
Open-access reader
Mátyás Barczy, Mohamed Ben Alaya, Ahmed Kebaier, Pap Gyula
Abstract
Open-access reader
We study asymptotic properties of maximum likelihood estimators of drift parameters for a jump-type Heston model based on continuous time observations, where the jump process can be any purely non-Gaussian Lévy process of not necessarily bounded variation with a Lévy measure concentrated on (−1,∞). We prove strong consistency and asymptotic normality for all admissible parameter values except one, where we show only weak consistency and mixed normal (but non-normal) asymptotic behavior. It turns out that the volatility of the price process is a measurable function of the price process. We also present some numerical illustrations to confirm our results.
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We study asymptotic properties of maximum likelihood estimators of drift parameters for a jump-type Heston model based on continuous time observations, where the jump process can be any purely non-Gaussian Lévy process of not necessarily bounded variation with a Lévy measure concentrated on (−1,∞). We prove strong consistency and asymptotic normality for all admissible parameter values except one, where we show only weak consistency and mixed normal (but non-normal) asymptotic behavior. It turns out that the volatility of the price process is a measurable function of the price process. We also present some numerical illustrations to confirm our results.
Key concepts: Mathematics, Estimator, Heston model, Strong consistency, Asymptotic distribution, Weak consistency, Jump, Jump process