Nonparametric estimation for fractional diffusion processes with random effects

01/16/2019
by   M. El Omari, et al.
0

We propose a nonparametric estimation for a class of fractional stochastic differential equations (FSDE) with random effects. We precisely consider general linear fractional stochastic differential equations with drift depending on random effects and non-random diffusion. We build ordinary kernel estimators and histogram estimators and study their Lp-risk (p =1 or 2), when H>1/2. Asymptotic results are evaluated as both T = T(N) and N tend to infinity.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
04/30/2022

Nonparametric Estimation for Stochastic Differential Equations Driven by Fractional Brownian Motion

We study the nonparametric Nadaraya-Watson estimator of the drift functi...
research
09/16/2020

A review on asymptotic inference in stochastic differential equations with mixed-effects

This paper is a survey of recent contributions on estimation in stochast...
research
12/03/2019

Statistical inference for fractional diffusion process with random effects at discrete observations

This paper deals with the problem of inference associated with linear fr...
research
01/06/2020

Maximum Likelihood Estimation of Stochastic Differential Equations with Random Effects Driven by Fractional Brownian Motion

Stochastic differential equations and stochastic dynamics are good model...
research
06/28/2023

Estimation of several parameters in discretely-observed Stochastic Differential Equations with additive fractional noise

We investigate the problem of joint statistical estimation of several pa...
research
07/22/2019

Nonparametric Estimation of the Trend in Reflected Fractional SDE

This paper deals with the consistency, a rate of convergence and the asy...
research
07/16/2020

Non-parametric estimation of Stochastic Differential Equations from stationary time-series

We study efficiency of non-parametric estimation of diffusions (stochast...

Please sign up or login with your details

Forgot password? Click here to reset