Simultaneous Small Sample Inference For Linear Combinations Of Generalized Linear Model Parameters
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Authors | Daniel Gerhard |
Journal/Conference Name | Communications in Statistics - Simulation and… |
Paper Category | Other |
Paper Abstract | A method is proposed to construct simultaneous confidence intervals for multiple linear combinations of generalized linear model parameters, that uses a multivariate normal- or t-distribution together with the signed likelihood root statistic. In an application to a case study simultaneous confidence bands for logistic regression are calculated. A simulation study based on the example evaluation suggests superior performance compared to the common Wald-type approaches. The proposed methods are readily implemented in the R extension package mcprofile. |
Date of publication | 2016 |
Code Programming Language | R |
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