Confidence Intervals for the Response Mean of a Simple Regression Model Following Pretests

Authors

  • Sa-aat Niwitpong Department of Applied Statistics, Faculty of Applied Science, King Monkut’s University of Technology North Bangkok, Bangkok 10800, Thailand.
  • Nantaya Panchatree Department of Applied Statistics, Faculty of Applied Science, King Monkut’s University of Technology North Bangkok, Bangkok 10800, Thailand.

Keywords:

bootstrap percentile-t, confidence interval, pretests, simple linear regression model

Abstract

This article presents new confidence intervals for the response mean of a simple regression model following the pretests of regression coefficients. Our proposed methods, based on residual model and bootstrap percentile-t confidence intervals, showed that new confidence intervals for the response mean based on the residual model have minimum coverage probability of 1-α and their expected lengths are shorter than the existing confidence interval when each of the regression coefficients approach zero. The pretested bootstrap percentile-t is preferable when the error distribution is the skewed distribution.

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How to Cite

Niwitpong, S.- aat, & Panchatree, N. (2015). Confidence Intervals for the Response Mean of a Simple Regression Model Following Pretests. Thailand Statistician, 9(1), 21–35. Retrieved from https://ph02.tci-thaijo.org/index.php/thaistat/article/view/34282

Issue

Section

Articles