Fixed Effects Testing in High-Dimensional Linear Mixed Models

@article{Bradic2017FixedET,
  title={Fixed Effects Testing in High-Dimensional Linear Mixed Models},
  author={Jelena Bradic and Gerda Claeskens and Thomas Gueuning},
  journal={Journal of the American Statistical Association},
  year={2017},
  volume={115},
  pages={1835 - 1850}
}
Abstract Many scientific and engineering challenges—ranging from pharmacokinetic drug dosage allocation and personalized medicine to marketing mix (4Ps) recommendations—require an understanding of the unobserved heterogeneity to develop the best decision making-processes. In this article, we develop a hypothesis test and the corresponding p-value for testing for the significance of the homogeneous structure in linear mixed models. A robust matching moment construction is used for creating a… Expand
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