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10/06/2019
Statistical Analysis of Stationary Solutions of Coupled Nonconvex Nonsmooth Empirical Risk Minimization
This paper has two main goals: (a) establish several statistical propert...
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08/27/2019
Estimation of Individualized Decision Rules Based on an Optimized Covariate-Dependent Equivalent of Random Outcomes
Recent exploration of optimal individualized decision rules (IDRs) for p...
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06/03/2019
Clustering by Orthogonal NMF Model and Non-Convex Penalty Optimization
The non-negative matrix factorization (NMF) model with an additional ort...
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03/11/2019
Estimating Individualized Decision Rules with Tail Controls
With the emergence of precision medicine, estimating optimal individuali...
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12/18/2018
A Unifying Framework of High-Dimensional Sparse Estimation with Difference-of-Convex (DC) Regularizations
Under the linear regression framework, we study the variable selection p...
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11/26/2018