| Fast Best Subset Selection: Coordinate Descent and Local Combinatorial Optimization Algorithms | Mar 5, 2018 | Combinatorial OptimizationSparse Learning | CodeCode Available | 1 |
| Distributed Multivariate Regression Modeling For Selecting Biomarkers Under Data Protection Constraints | Mar 1, 2018 | regressionVariable Selection | CodeCode Available | 0 |
| Semi-Analytic Resampling in Lasso | Feb 28, 2018 | Variable Selection | CodeCode Available | 0 |
| Efficient kernel-based variable selection with sparsistency | Feb 26, 2018 | Variable Selection | —Unverified | 0 |
| Variable Selection and Task Grouping for Multi-Task Learning | Feb 13, 2018 | Multi-Task LearningVariable Selection | CodeCode Available | 0 |
| Greedy Active Learning Algorithm for Logistic Regression Models | Feb 1, 2018 | Active LearningBinary Classification | —Unverified | 0 |
| Variable Prioritization in Nonlinear Black Box Methods: A Genetic Association Case Study | Jan 22, 2018 | regressionVariable Selection | CodeCode Available | 0 |
| Data-driven forecasting of solar irradiance | Jan 10, 2018 | Predictionregression | —Unverified | 0 |
| Estimation and Inference of Treatment Effects with L_2-Boosting in High-Dimensional Settings | Dec 31, 2017 | validVariable Selection | —Unverified | 0 |
| Variable selection for Gaussian processes via sensitivity analysis of the posterior predictive distribution | Dec 21, 2017 | Gaussian ProcessesSensitivity | CodeCode Available | 0 |
| Stability Selection for Structured Variable Selection | Dec 13, 2017 | Variable Selection | —Unverified | 0 |
| Regularized Modal Regression with Applications in Cognitive Impairment Prediction | Dec 1, 2017 | Model Selectionregression | —Unverified | 0 |
| Group Sparse Additive Machine | Dec 1, 2017 | Additive modelsClassification | —Unverified | 0 |
| Causal nearest neighbor rules for optimal treatment regimes | Nov 22, 2017 | Causal InferenceVariable Selection | —Unverified | 0 |
| Proximal Gradient Method with Extrapolation and Line Search for a Class of Nonconvex and Nonsmooth Problems | Nov 18, 2017 | Variable Selection | —Unverified | 0 |
| Sparse quadratic classification rules via linear dimension reduction | Nov 13, 2017 | ClassificationDimensionality Reduction | CodeCode Available | 0 |
| Analytic solution and stationary phase approximation for the Bayesian lasso and elastic net | Sep 25, 2017 | Bayesian Inferenceregression | CodeCode Available | 0 |
| An Expectation Conditional Maximization approach for Gaussian graphical models | Sep 20, 2017 | Variable Selection | CodeCode Available | 0 |
| Identifying Genetic Risk Factors via Sparse Group Lasso with Group Graph Structure | Sep 12, 2017 | Variable Selection | —Unverified | 0 |
| Stochastic DCA for the Large-sum of Non-convex Functions Problem and its Application to Group Variable Selection in Classification | Aug 1, 2017 | General ClassificationVariable Selection | —Unverified | 0 |
| Improving Gibbs Sampler Scan Quality with DoGS | Jul 18, 2017 | Image SegmentationObject Recognition | —Unverified | 0 |
| A Cluster Elastic Net for Multivariate Regression | Jul 12, 2017 | Clusteringregression | —Unverified | 0 |
| Sparse inference of the drift of a high-dimensional Ornstein-Uhlenbeck process | Jul 10, 2017 | Variable Selection | —Unverified | 0 |
| Exhaustive search for sparse variable selection in linear regression | Jul 7, 2017 | Astronomyregression | —Unverified | 0 |
| A Comparison of Resampling and Recursive Partitioning Methods in Random Forest for Estimating the Asymptotic Variance Using the Infinitesimal Jackknife | Jun 19, 2017 | Selection biasVariable Selection | —Unverified | 0 |
