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Simultaneous Two-Sided Tolerance Intervals for a Univariate Linear Regression Model
Authors:M. Chvosteková
Affiliation:1. Department of Mathematical Analysis and Applications of Mathematics, Faculty of Science , Palacky University , Olomouc , Czech Republic;2. Department of Theoretical Methods , Institute of Measurement Science, Slovak Academy of Sciences , Bratislava , Slovakia chvosta@gmail.com
Abstract:
In this article we deal with simultaneous two-sided tolerance intervals for a univariate linear regression model with independent normally distributed errors. We present a method for determining the intervals derived by the general confidence-set approach (GCSA), i.e. the intervals are constructed based on a specified confidence set for unknown parameters of the model. The confidence set used in the new method is formed based on a suggested hypothesis test about all parameters of the model. The simultaneous two-sided tolerance intervals determined by the presented method are found to be efficient and fast to compute based on a preliminary numerical comparison of all the existing methods based on GCSA.
Keywords:Linear regression model  Simultaneous two-sided tolerance interval  Simultaneous tolerance factor
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