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Confidence bands with a given maximal size for linear regression functions 

Authors: H. Bunke a; O. Bunke b
Affiliations:   a Zentral-Inst. f. Math. u. Mech. der DAW, Berlin
b Sektion Mathematik, Humboldt-Universitat Berlin, Berlin
DOI: 10.1080/02331887208801083
Publication Frequency: 6 issues per year
Published in: journal Statistics, Volume 3, Issue 4 1972 , pages 273 - 280
Formats available: PDF (English)
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Abstract

The size of the confidence bands for linear regression functions proposed in the literature is random. In this paper we construct confidence bands, whose size (width, content etc.) over a certain range for the regressor does not exceed a given value. We solve this problem by generalization of the known STEIN idea of two-stage confidence intervals. We propose two different two-stage procedures. The first procedure is based on an F-distribution and the margins of the bands are “surfaces of second order”. The second procedure is based on a multidimensional t-distribution and the margins are “hyperplanes”. We explain connections with problems of optimal design and with applications of linear and nonlinear programming considering estimated coefficients.
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