Level sets estimation and Vorob’ev expectation of random compact sets

P. Heinrich,R. Stoica,V. Tran

Published 2010 in spatial statistics

ABSTRACT

Abstract The issue of a “mean shape” of a random set X often arises, in particular in image analysis and pattern detection. There is no canonical definition but one possible approach is the so-called Vorob’ev expectation E V ( X ) , which is closely linked to level or quantile sets. In this paper, we propose a consistent and ready to use estimator of E V ( X ) built from independent copies of X with spatial discretisation. The control of discretisation errors is handled with a mild regularity assumption on the boundary of X . Several examples are developed and an application to cosmological data is presented.

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