Authors: Bissantz, Nicolai
Holzmann, Hajo
Title: Statistical inference for inverse problems
Language (ISO): en
Abstract: In this paper we study statistical inference for certain inverse problems. We go beyond mere estimation purposes and review and develop the construction of confidence intervals and confidence bands in some inverse problems, including deconvolution and the backward heat equation. Further, we discuss the construction of certain hypothesis tests, in particular concerning the number of local maxima of the unknown function. The methods are illustrated in a case study, where we analyze the distribution of heliocentric escape velocities of galaxies in the Centaurus galaxy cluster, and provide statistical evidence for its bimodality.
Subject Headings: Asymptotic normality
Confidence interval
Heat equation
Statistical inference
Statistical inverse problem
Issue Date: 2008-11-26T14:26:24Z
Appears in Collections:Sonderforschungsbereich (SFB) 475

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