Method of Moments Estimation for Affine Stochastic Volatility Models
Abstract
We develop moment estimators for the parameters of affine stochastic volatility models. We first address the challenge of calculating moments for the models by introducing a recursive equation for deriving closed-form expressions for moments of any order. Consequently, we propose our moment estimators. We then establish a central limit theorem for our estimators and derive the explicit formulas for the asymptotic covariance matrix. Finally, we provide numerical results to validate our method.
- Publication:
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arXiv e-prints
- Pub Date:
- August 2024
- DOI:
- 10.48550/arXiv.2408.09185
- arXiv:
- arXiv:2408.09185
- Bibcode:
- 2024arXiv240809185W
- Keywords:
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- Quantitative Finance - Statistical Finance;
- Economics - Econometrics