| Deep Learning: A Bayesian Perspective | Jun 1, 2017 | Deep Learningregression | —Unverified | 0 |
| Bayesian l_0-regularized Least Squares | May 31, 2017 | Computational EfficiencyVariable Selection | —Unverified | 0 |
| A projection pursuit framework for testing general high-dimensional hypothesis | May 2, 2017 | Variable SelectionVocal Bursts Intensity Prediction | —Unverified | 0 |
| Pruning variable selection ensembles | Apr 26, 2017 | DiversityEnsemble Learning | —Unverified | 0 |
| Cross-Validation with Confidence | Mar 23, 2017 | Model SelectionVariable Selection | CodeCode Available | 0 |
| Outcome-adaptive lasso: variable selection for causal inference | Mar 8, 2017 | Causal InferenceVariable Selection | CodeCode Available | 0 |
| Propensity score prediction for electronic healthcare databases using Super Learner and High-dimensional Propensity Score Methods | Mar 7, 2017 | Ensemble LearningPrediction | —Unverified | 0 |
| An update on statistical boosting in biomedicine | Feb 27, 2017 | regressionVariable Selection | —Unverified | 0 |
| Selection of training populations (and other subset selection problems) with an accelerated genetic algorithm (STPGA: An R-package for selection of training populations with a genetic algorithm) | Feb 26, 2017 | regressionVariable Selection | —Unverified | 0 |
| Interpreting Outliers: Localized Logistic Regression for Density Ratio Estimation | Feb 21, 2017 | Density Ratio EstimationOutlier Detection | —Unverified | 0 |
| Probing for sparse and fast variable selection with model-based boosting | Feb 15, 2017 | Variable Selection | —Unverified | 0 |
| metboost: Exploratory regression analysis with hierarchically clustered data | Feb 13, 2017 | MathMissing Values | CodeCode Available | 0 |
| Variable selection for clustering with Gaussian mixture models: state of the art | Jan 31, 2017 | ClusteringVariable Selection | —Unverified | 0 |
| Real-time Traffic Accident Risk Prediction based on Frequent Pattern Tree | Jan 20, 2017 | Missing ValuesVariable Selection | —Unverified | 0 |
| MEBoost: Variable Selection in the Presence of Measurement Error | Jan 9, 2017 | NutritionVariable Selection | —Unverified | 0 |
| A general multiblock method for structured variable selection | Oct 29, 2016 | Variable Selection | —Unverified | 0 |
| Robust and Parallel Bayesian Model Selection | Oct 19, 2016 | modelModel Selection | —Unverified | 0 |
| Instrumenting an SMT Solver to Solve Hybrid Network Reachability Problems | Sep 13, 2016 | Variable Selection | —Unverified | 0 |
| An Interactive Segmentation Tool for Quantifying Fat in Lumbar Muscles using Axial Lumbar-Spine MRI | Sep 9, 2016 | Interactive SegmentationVariable Selection | —Unverified | 0 |
| Boosting Joint Models for Longitudinal and Time-to-Event Data | Sep 9, 2016 | Variable Selection | CodeCode Available | 0 |
| The Bayesian SLOPE | Aug 31, 2016 | regressionVariable Selection | —Unverified | 0 |
| A Mathematical Framework for Feature Selection from Real-World Data with Non-Linear Observations | Aug 31, 2016 | feature selectionVariable Selection | —Unverified | 0 |
| Sparse additive Gaussian process with soft interactions | Jul 9, 2016 | regressionVariable Selection | —Unverified | 0 |
| Training Auto-encoders Effectively via Eliminating Task-irrelevant Input Variables | May 31, 2016 | DenoisingVariable Selection | —Unverified | 0 |
| Bayesian Variable Selection for Globally Sparse Probabilistic PCA | May 19, 2016 | Model SelectionVariable Selection | —Unverified | 0 |
| Asymptotic properties for combined L_1 and concave regularization | May 11, 2016 | Variable Selection | —Unverified | 0 |
| High dimensional thresholded regression and shrinkage effect | May 11, 2016 | Predictionregression | —Unverified | 0 |
| Unbiased split variable selection for random survival forests using maximally selected rank statistics | May 11, 2016 | Selection biasSurvival Prediction | —Unverified | 0 |
| Asymptotic equivalence of regularization methods in thresholded parameter space | May 11, 2016 | Variable Selection | —Unverified | 0 |
| Fuzzy clustering of distribution-valued data using adaptive L2 Wasserstein distances | May 2, 2016 | ClusteringVariable Selection | —Unverified | 0 |
| Developing an ICU scoring system with interaction terms using a genetic algorithm | Apr 22, 2016 | ICU MortalityMortality Prediction | —Unverified | 0 |
| An improved chromosome formulation for genetic algorithms applied to variable selection with the inclusion of interaction terms | Apr 22, 2016 | Computational EfficiencyVariable Selection | —Unverified | 0 |
| Improving SAT Solvers via Blocked Clause Decomposition | Apr 2, 2016 | Variable Selection | CodeCode Available | 0 |
| On the exact recovery of sparse signals via conic relaxations | Mar 15, 2016 | Sparse LearningVariable Selection | —Unverified | 0 |
| Efficient Clustering of Correlated Variables and Variable Selection in High-Dimensional Linear Models | Mar 11, 2016 | ClusteringVariable Selection | —Unverified | 0 |
| Elastic Net Hypergraph Learning for Image Clustering and Semi-supervised Classification | Mar 3, 2016 | ClusteringGeneral Classification | —Unverified | 0 |
| DECOrrelated feature space partitioning for distributed sparse regression | Feb 8, 2016 | parameter estimationregression | —Unverified | 0 |
| DOLDA - a regularized supervised topic model for high-dimensional multi-class regression | Jan 31, 2016 | General ClassificationMulti-class Classification | CodeCode Available | 0 |
| Information-theoretic limits of Bayesian network structure learning | Jan 27, 2016 | regressionVariable Selection | —Unverified | 0 |
| Nonlinear variable selection with continuous outcome: a nonparametric incremental forward stagewise approach | Jan 20, 2016 | BIG-bench Machine LearningForm | —Unverified | 0 |
| Identifying relevant positions in proteins by Critical Variable Selection | Jan 19, 2016 | Multiple Sequence AlignmentVariable Selection | —Unverified | 0 |
| Joint Estimation of Precision Matrices in Heterogeneous Populations | Jan 2, 2016 | Clusteringparameter estimation | —Unverified | 0 |
| Cross-Validated Variable Selection in Tree-Based Methods Improves Predictive Performance | Dec 10, 2015 | Variable Selection | —Unverified | 0 |
| Closed-form Estimators for High-dimensional Generalized Linear Models | Dec 1, 2015 | FormVariable Selection | —Unverified | 0 |
| Optimal ETF Selection for Passive Investing | Nov 28, 2015 | Variable Selection | —Unverified | 0 |
| Fast Saddle-Point Algorithm for Generalized Dantzig Selector and FDR Control with the Ordered l1-Norm | Nov 18, 2015 | Variable Selection | —Unverified | 0 |
| Regularization vs. Relaxation: A conic optimization perspective of statistical variable selection | Oct 20, 2015 | Combinatorial OptimizationVariable Selection | —Unverified | 0 |
| Sélection de variables par le GLM-Lasso pour la prédiction du risque palustre | Sep 9, 2015 | EpidemiologyVariable Selection | —Unverified | 0 |
| The evolution of carrying capacity in constrained and expanding tumour cell populations | Aug 14, 2015 | SpecificityVariable Selection | —Unverified | 0 |
| The Discrete Dantzig Selector: Estimating Sparse Linear Models via Mixed Integer Linear Optimization | Aug 8, 2015 | regressionVariable Selection | —Unverified | 0 |