On The De-correlation of Stochastic Processes Using Wave Packets: Fractional Brownian Motion Case

Abstract

In this paper we derive the correlation structure of wave packets coefficients. We provide an expression that describes the scale dependency for the correlation structure. In particular, we prove that de-correlation of fractional Brownian motion will decrease exponentially across wave packets scales. Based on what we derived, we discuss certain important properties of the correlation structure.