Fixed points of inhomogeneous smoothing transforms

preprint2011arXivOpen access

Abstract

We consider the inhomogeneous version of the fixed-point equation of the smoothing transformation, that is, the equation X=dC+∑i≥1TiXiX \stackrel{d}{=} C + \sum_{i \geq 1} T_i X_i, where =d\stackrel{d}{=} means equality in distribution, (C,T1,T2,...)(C,T_1,T_2,...) is a given sequence of non-negative random variables and X1,X2,...X_1,X_2,... is a sequence of i.i.d.\ copies of the non-negative random variable XX independent of (C,T1,T2,...)(C,T_1,T_2,...). In this situation, XX (or, more precisely, the distribution of XX) is said to be a fixed point of the (inhomogeneous) smoothing transform. In the present paper, we give a necessary and sufficient condition for the existence of a fixed point. Further, we establish an explicit one-to-one correspondence with the solutions to the corresponding homogeneous equation with C=0. Using this correspondence, we present a full characterization of the set of fixed points under mild assumptions.

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