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stat.ME2019★ 1 cited
Statistical significance in high-dimensional linear mixed models
Lina Lin, Mathias Drton, Ali Shojaie
This paper concerns the development of an inferential framework for high-dimensional linear mixed effect models. These are suitable models, for instance, when we have repeated…
stat.ME2015★ 1 cited
Estimation of High-Dimensional Graphical Models Using Regularized Score Matching
Lina Lin, Mathias Drton, Ali Shojaie
Graphical models are widely used to model stochastic dependences among large collections of variables. We introduce a new method of estimating undirected conditional independence g…