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Estimation of the multifractional function and the stability index of linear multifractional stable processes (1711.08181v1)
Published 22 Nov 2017 in math.ST and stat.TH
Abstract: In this paper we are interested in multifractional stable processes where the self-similarity index $H$ is a function of time, in other words $H$ becomes time changing, and the stability index $\alpha$ is a constant. Using $\beta$- negative power variations ($-1/2<\beta<0$), we propose estimators for the value of the multifractional function $H$ at a fixed time $t_0$ and for $\alpha$ for two cases: multifractional Brownian motion ($\alpha=2$) and linear multifractional stable motion ($0<\alpha<2$). We get the consistency of our estimates for the underlying processes with the rate of convergence.