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Simultaneous confidence tubes for comparing several multivariate linear regression models

Simultaneous confidence tubes for comparing several multivariate linear regression models
Simultaneous confidence tubes for comparing several multivariate linear regression models
Much of the research on multiple comparison and simultaneous inference in the past sixty years or so has been for the comparisons of several population means. Spurrier (1999) seems to have been the first to investigate multiple comparisons of several simple linear regression lines using simultaneous confidence bands. In this paper, we extend the work of Liu et al. (2004) for finite comparisons of several univariate linear regression models using simultaneous confidence bands to finite comparisons of several multivariate linear regression models using simultaneous confidence tubes. We show how simultaneous confidence tubes can be constructed to allow more informative inferences for the comparison of several multivariate linear regression models than the current approach of hypotheses testing. The methods are illustrated with examples.
Peng, Jianan
9842825e-cd6c-41f9-99b5-ea5e9644263c
Liu, Wei
b64150aa-d935-4209-804d-24c1b97e024a
Bretz, Frank
aa8a675f-f53f-4c50-8931-8e9b7febd9f0
Hayter, A.J.
55bd07a5-db1d-4d3d-8c87-b307485420d9
Peng, Jianan
9842825e-cd6c-41f9-99b5-ea5e9644263c
Liu, Wei
b64150aa-d935-4209-804d-24c1b97e024a
Bretz, Frank
aa8a675f-f53f-4c50-8931-8e9b7febd9f0
Hayter, A.J.
55bd07a5-db1d-4d3d-8c87-b307485420d9

[Unknown type: UNSPECIFIED]

Record type: UNSPECIFIED

Abstract

Much of the research on multiple comparison and simultaneous inference in the past sixty years or so has been for the comparisons of several population means. Spurrier (1999) seems to have been the first to investigate multiple comparisons of several simple linear regression lines using simultaneous confidence bands. In this paper, we extend the work of Liu et al. (2004) for finite comparisons of several univariate linear regression models using simultaneous confidence bands to finite comparisons of several multivariate linear regression models using simultaneous confidence tubes. We show how simultaneous confidence tubes can be constructed to allow more informative inferences for the comparison of several multivariate linear regression models than the current approach of hypotheses testing. The methods are illustrated with examples.

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Simultaneous confidence tubes for comparing several multivariate linear regression models - Accepted Manuscript
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Accepted/In Press date: 20 May 2020
Published date: 20 May 2020

Identifiers

Local EPrints ID: 447314
URI: http://eprints.soton.ac.uk/id/eprint/447314
PURE UUID: d5d3e7e8-bdc2-434c-bc34-31a0b977866e
ORCID for Wei Liu: ORCID iD orcid.org/0000-0002-4719-0345

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Date deposited: 09 Mar 2021 17:31
Last modified: 17 Mar 2024 02:37

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Contributors

Author: Jianan Peng
Author: Wei Liu ORCID iD
Author: Frank Bretz
Author: A.J. Hayter

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