Abstract
The self-weighted quantile regression estimator for the diffusion parameter in diffusion models with jumps is proposed. The consistency of the underlying estimator is obtained. Moreover, the better finite-sample properties are verified through the Monte-Carlo simulation study and empirical analysis.
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