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Estimating functions for jump–diffusions

Nina Munkholt Jakobsen and Michael Sørensen ()

Stochastic Processes and their Applications, 2019, vol. 129, issue 9, 3282-3318

Abstract: Asymptotic theory for approximate martingale estimating functions is generalised to diffusions with finite-activity jumps, when the sampling frequency and terminal sampling time go to infinity. Rate-optimality and efficiency are of particular concern. Under mild assumptions, it is shown that estimators of drift, diffusion, and jump parameters are consistent and asymptotically normal, as well as rate-optimal for the drift and jump parameters. Additional conditions are derived, which ensure rate-optimality for the diffusion parameter as well as efficiency for all parameters. The findings indicate a potentially fruitful direction for the further development of estimation for jump–diffusions.

Keywords: Approximate martingale estimating function; Diffusion with jumps; Discrete-time sampling; Efficiency; Optimal rate; Stochastic differential equation (search for similar items in EconPapers)
Date: 2019
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DOI: 10.1016/j.spa.2018.09.006

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