| The Mismatch Principle: The Generalized Lasso Under Large Model Uncertainties | Aug 20, 2018 | compressed sensingLearning Theory | —Unverified | 0 |
| A Survey on Nonconvex Regularization Based Sparse and Low-Rank Recovery in Signal Processing, Statistics, and Machine Learning | Aug 16, 2018 | BIG-bench Machine LearningCompressive Sensing | CodeCode Available | 0 |
| High-dimensional regression in practice: an empirical study of finite-sample prediction, variable selection and ranking | Aug 2, 2018 | regressionVariable Selection | CodeCode Available | 0 |
| A Theory of Dichotomous Valuation with Applications to Variable Selection | Aug 1, 2018 | Variable Selection | —Unverified | 0 |
| Group-sparse SVD Models and Their Applications in Biological Data | Jul 28, 2018 | Variable Selection | —Unverified | 0 |
| Comparison of methods for early-readmission prediction in a high-dimensional heterogeneous covariates and time-to-event outcome framework | Jul 25, 2018 | PredictionPrognosis | —Unverified | 0 |
| A Unified Framework for Sparse Relaxed Regularized Regression: SR3 | Jul 14, 2018 | compressed sensingComputational Efficiency | —Unverified | 0 |
| Orthogonal Matching Pursuit for Text Classification | Jul 12, 2018 | ClassificationGeneral Classification | CodeCode Available | 0 |
| Nonoverlap-Promoting Variable Selection | Jul 1, 2018 | Variable Selection | —Unverified | 0 |
| Variable Selection via Penalized Neural Network: a Drop-Out-One Loss Approach | Jul 1, 2018 | regressionVariable Selection | —Unverified | 0 |
| Provable Variable Selection for Streaming Features | Jul 1, 2018 | Clusteringfeature selection | —Unverified | 0 |
| Automatic Identification of Twin Zygosity in Resting-State Functional MRI | Jun 30, 2018 | Variable Selection | —Unverified | 0 |
| Feature selection in functional data classification with recursive maxima hunting | Jun 7, 2018 | Dimensionality Reductionfeature selection | —Unverified | 0 |
| Variable Selection for Nonparametric Learning with Power Series Kernels | Jun 2, 2018 | Density Ratio Estimationregression | —Unverified | 0 |
| Statistical mechanical analysis of sparse linear regression as a variable selection problem | May 29, 2018 | compressed sensingregression | —Unverified | 0 |
| Flexible shrinkage in high-dimensional Bayesian spatial autoregressive models | May 28, 2018 | Variable SelectionVocal Bursts Intensity Prediction | —Unverified | 0 |
| Day-ahead electricity price forecasting with high-dimensional structures: Univariate vs. multivariate modeling frameworks | May 17, 2018 | Variable Selection | —Unverified | 0 |
| A Note on Coding and Standardization of Categorical Variables in (Sparse) Group Lasso Regression | May 17, 2018 | regressionVariable Selection | —Unverified | 0 |
| Structured nonlinear variable selection | May 16, 2018 | Additive modelsVariable Selection | CodeCode Available | 0 |
| Inference for L_2-Boosting | May 4, 2018 | Variable Selection | CodeCode Available | 0 |
| Scalable Importance Tempering and Bayesian Variable Selection | May 1, 2018 | Variable Selection | CodeCode Available | 0 |
| Local White Matter Architecture Defines Functional Brain Dynamics | Apr 22, 2018 | Functional ConnectivityVariable Selection | —Unverified | 0 |
| Large-scale Nonlinear Variable Selection via Kernel Random Features | Apr 19, 2018 | Additive modelsregression | —Unverified | 0 |
| Learning to Branch | Mar 27, 2018 | Variable Selection | —Unverified | 0 |
| Sparse Reduced Rank Regression With Nonconvex Regularization | Mar 20, 2018 | Dimensionality ReductionEconometrics | —Unverified | 0 |
| False Discovery Rate Control via Debiased Lasso | Mar 12, 2018 | Variable Selection | —Unverified | 0 |
| 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 |