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Publications by Hongqi Xue

Variable Selection for Sparse High-Dimensional Nonlinear Regression Models by Combining Nonnegative Garrote and Sure Independence Screening

Statistica Sinica

English

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FIRST: Combining Forward Iterative Selection and Shrinkage in High Dimensional Sparse Linear Regression

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A Stepwise Regression Method and Consistent Model Selection for High-Dimensional Sparse Linear Models

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Joint Bayesian Variable and DAG Selection Consistency for High-Dimensional Regression Models With Network-Structured Covariates

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Classification and Feature Selection in Sparse High-Dimensional Models

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Variable Selection for High-Dimensional Generalized Varying-Coefficient Models

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Bi-Level Variable Selection in High-Dimensional Tobit Models

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Robust Variable and Interaction Selection for Logistic Regression and General Index Models

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Regularized Least-Square Optimization Method for Variable Selection in Regression Models

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Model Selection for High Dimensional Quadratic Regression via Regularization

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