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stat.ME2019★ 9 cited
Constrained High Dimensional Statistical Inference
Ming Yu, Varun Gupta, Mladen Kolar
In typical high dimensional statistical inference problems, confidence intervals and hypothesis tests are performed for a low dimensional subset of model parameters under the assum…
stat.ME2019
Simultaneous Inference for Pairwise Graphical Models with Generalized Score Matching
Ming Yu, Varun Gupta, Mladen Kolar
Probabilistic graphical models provide a flexible yet parsimonious framework for modeling dependencies among nodes in networks. There is a vast literature on parameter estimation a…