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We consider testing regression coefficients in high dimensional generalized linear mod-els. By modifying a test statistic proposed by Goeman et al. (2011) for large but fixed dimensional settings, we ...
Generalized linear models play an essential role in a wide variety of statistical applications. This paper discusses an approximation of the likelihood in these models that can greatly facilitate comp...
In biomedical studies, researchers are often interested in assessing the association between one or more ordinal explanatory variables and an outcome variable, at the same time adjusting for covariate...
Ultrahigh dimensional variable selection plays an increasingly important role in contemporary scientific discoveries and statisti- cal research. Among others, Fan and Lv (2008) propose an indepen- ...
In this paper, we consider theoretical and computational connections between six popular methods for variable subset selection in generalized linear models (GLMs) Under the conjugate priors develope...
Flexibly modeling the response variance in regression is important for efficient parameter estimation, correct inference, and for understanding the sources of variability in the response. Our articl...
Generalized linear models (GLMs) have been used quite effectively in the modeling of a mean response under nonstandard conditions, where discrete as well as continuous data distributions can be acc...

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