| Bayesian Approximate Kernel Regression with Variable Selection | Aug 5, 2015 | Binary Classificationregression | CodeCode Available | 0 |
| Elastic Net Procedure for Partially Linear Models | Jul 22, 2015 | Variable Selection | —Unverified | 0 |
| The mRMR variable selection method: a comparative study for functional data | Jul 13, 2015 | Variable Selection | —Unverified | 0 |
| High-dimensional Ordinary Least-squares Projection for Screening Variables | Jun 5, 2015 | Variable SelectionVocal Bursts Intensity Prediction | —Unverified | 0 |
| On the Computational Complexity of High-Dimensional Bayesian Variable Selection | May 29, 2015 | Variable SelectionVocal Bursts Intensity Prediction | —Unverified | 0 |
| Provable Sparse Tensor Decomposition | Feb 5, 2015 | Click-Through Rate PredictionClustering | —Unverified | 0 |
| Accurate Estimation of Quantitative Trait Locus Effects with Epistatic by Improved Variational Linear Regression | Jan 12, 2015 | regressionVariable Selection | —Unverified | 0 |
| Equitability of Dependence Measure | Jan 9, 2015 | Variable Selection | —Unverified | 0 |
| Breaking the Curse of Dimensionality with Convex Neural Networks | Dec 30, 2014 | Variable Selection | —Unverified | 0 |
| Support recovery without incoherence: A case for nonconvex regularization | Dec 17, 2014 | regressionVariable Selection | —Unverified | 0 |
| PLUTO: Penalized Unbiased Logistic Regression Trees | Nov 25, 2014 | regressionSelection bias | —Unverified | 0 |
| Optimal variable selection in multi-group sparse discriminant analysis | Nov 23, 2014 | Variable Selection | —Unverified | 0 |
| Group Regularized Estimation under Structural Hierarchy | Nov 17, 2014 | Variable Selection | —Unverified | 0 |
| Faithful Variable Screening for High-Dimensional Convex Regression | Nov 7, 2014 | Additive modelsregression | —Unverified | 0 |
| Controlling false discoveries in high-dimensional situations: Boosting with stability selection | Nov 5, 2014 | Variable SelectionVocal Bursts Intensity Prediction | —Unverified | 0 |
| Feature Selection through Minimization of the VC dimension | Oct 27, 2014 | Drug Discoveryfeature selection | —Unverified | 0 |
| Median Selection Subset Aggregation for Parallel Inference | Oct 24, 2014 | feature selectionModel Selection | —Unverified | 0 |
| Penalized versus constrained generalized eigenvalue problems | Oct 22, 2014 | Variable Selection | —Unverified | 0 |
| Sparse Additive Model using Symmetric Nonnegative Definite Smoothers | Sep 8, 2014 | modelVariable Selection | —Unverified | 0 |
| Efficient Regularized Regression for Variable Selection with L0 Penalty | Jul 28, 2014 | regressionVariable Selection | —Unverified | 0 |
| Extensions of stability selection using subsamples of observations and covariates | Jul 18, 2014 | Variable Selection | —Unverified | 0 |
| Sequential Advantage Selection for Optimal Treatment Regimes | May 20, 2014 | Decision MakingVariable Selection | —Unverified | 0 |
| A Permutation Approach for Selecting the Penalty Parameter in Penalized Model Selection | Apr 8, 2014 | Model SelectionVariable Selection | —Unverified | 0 |
| Don't Fall for Tuning Parameters: Tuning-Free Variable Selection in High Dimensions With the TREX | Apr 2, 2014 | Computational EfficiencyVariable Selection | —Unverified | 0 |
| Selective Factor Extraction in High Dimensions | Mar 25, 2014 | feature selectionModel Selection | —Unverified | 0 |
| Simultaneous sparse estimation of canonical vectors in the p>>N setting | Mar 24, 2014 | Classification Consistencyfeature selection | —Unverified | 0 |
| Sparse Quantile Huber Regression for Efficient and Robust Estimation | Feb 19, 2014 | quantile regressionregression | —Unverified | 0 |
| Feature and Variable Selection in Classification | Feb 10, 2014 | BIG-bench Machine LearningClassification | —Unverified | 0 |
| Sparse Bayesian Unsupervised Learning | Jan 30, 2014 | ClusteringVariable Selection | —Unverified | 0 |
| Monte Carlo Simulation for Lasso-Type Problems by Estimator Augmentation | Jan 17, 2014 | regressionVariable Selection | —Unverified | 0 |
| Inference in High Dimensions with the Penalized Score Test | Jan 12, 2014 | regressionVariable Selection | —Unverified | 0 |
| Oracle Inequalities for Convex Loss Functions with Non-Linear Targets | Dec 12, 2013 | EconometricsVariable Selection | —Unverified | 0 |
| bartMachine: Machine Learning with Bayesian Additive Regression Trees | Dec 8, 2013 | BIG-bench Machine LearningDiagnostic | —Unverified | 0 |
| Data Mining using Unguided Symbolic Regression on a Blast Furnace Dataset | Sep 23, 2013 | Implicit Relationsregression | —Unverified | 0 |
| High dimensional Sparse Gaussian Graphical Mixture Model | Aug 15, 2013 | modelparameter estimation | —Unverified | 0 |
| Confidence Sets Based on Thresholding Estimators in High-Dimensional Gaussian Regression Models | Aug 14, 2013 | regressionVariable Selection | —Unverified | 0 |
| Optimal Feature Selection in High-Dimensional Discriminant Analysis | Jun 27, 2013 | feature selectionVariable Selection | —Unverified | 0 |
| Randomized maximum-contrast selection: subagging for large-scale regression | Jun 14, 2013 | regressionVariable Selection | —Unverified | 0 |
| Mean field variational Bayesian inference for support vector machine classification | May 13, 2013 | Bayesian InferenceClassification | —Unverified | 0 |
| A Rank Minrelation - Majrelation Coefficient | May 9, 2013 | Variable Selection | —Unverified | 0 |
| Predictive Correlation Screening: Application to Two-stage Predictor Design in High Dimension | Mar 10, 2013 | Variable Selection | —Unverified | 0 |
| Bayesian Compressed Regression | Mar 4, 2013 | Dimensionality Reductionregression | —Unverified | 0 |
| Gradient-based kernel method for feature extraction and variable selection | Dec 1, 2012 | Dimensionality ReductionVariable Selection | —Unverified | 0 |
| APPLE: Approximate Path for Penalized Likelihood Estimators | Nov 2, 2012 | parameter estimationVariable Selection | —Unverified | 0 |
| Mixture model for designs in high dimensional regression and the LASSO | Oct 17, 2012 | regressionVariable Selection | —Unverified | 0 |
| Group descent algorithms for nonconvex penalized linear and logistic regression models with grouped predictors | Sep 10, 2012 | regressionVariable Selection | —Unverified | 0 |
| Consistent selection of tuning parameters via variable selection stability | Aug 16, 2012 | regressionVariable Selection | —Unverified | 0 |
| High-Dimensional Screening Using Multiple Grouping of Variables | Aug 9, 2012 | Variable SelectionVocal Bursts Intensity Prediction | —Unverified | 0 |
| Structured Estimation in Nonparameteric Cox Model | Jul 18, 2012 | modelVariable Selection | —Unverified | 0 |
| Multivariate Bernoulli distribution | Jun 8, 2012 | Variable Selection | —Unverified | 0 |