Online drift estimation for jump-diffusion processes

We show the convergence of an online stochastic gradient descent estimator to obtain the drift parameter of a continuous-time jump-diffusion process. The stochastic gradient descent follows a stochastic path in the gradient direction of a function to find a minimum, which in our case determines the...

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Bibliographic Details
Main Authors: Bhudisaksang, T, Cartea, A
Format: Journal article
Language:English
Published: Bernoulli Society for Mathematical Statistics and Probability 2021