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math.ST2022
Concentration inequalities of MLE and robust MLE
Xiaowei Yang, Xinqiao Liu, Haoyu Wei
The Maximum Likelihood Estimator (MLE) serves an important role in statistics and machine learning. In this article, for i.i.d. variables, we obtain constant-specified and sharp co…
stat.ML2022
High-dimensional Inference and FDR Control for Simulated Markov Random Fields
Haoyu Wei, Xiaoyu Lei, Yixin Han +1
Identifying important features linked to a response variable is a fundamental task in various scientific domains. This article explores statistical inference for simulated Markov r…