| Locally Convex Sparse Learning over Networks | Mar 31, 2018 | Sparse Learning | —Unverified | 0 |
| Proximal SCOPE for Distributed Sparse Learning: Better Data Partition Implies Faster Convergence Rate | Mar 15, 2018 | Sparse Learning | —Unverified | 0 |
| A graph-embedded deep feedforward network for disease outcome classification and feature selection using gene expression data | Jan 18, 2018 | Classificationfeature selection | CodeCode Available | 0 |
| Graph Autoencoder-Based Unsupervised Feature Selection with Broad and Local Data Structure Preservation | Jan 7, 2018 | Dimensionality Reductionfeature selection | —Unverified | 0 |
| Strongly Hierarchical Factorization Machines and ANOVA Kernel Regression | Dec 25, 2017 | parameter estimationregression | —Unverified | 0 |
| A New Data-Driven Sparse-Learning Approach to Study Chemical Reaction Networks | Dec 18, 2017 | Sparse Learning | —Unverified | 0 |
| Super-sparse Learning in Similarity Spaces | Dec 17, 2017 | General ClassificationSparse Learning | —Unverified | 0 |
| A Data-Driven Sparse-Learning Approach to Model Reduction in Chemical Reaction Networks | Dec 12, 2017 | Sparse Learning | —Unverified | 0 |
| Sparse learning of stochastic dynamic equations | Dec 6, 2017 | DenoisingSparse Learning | CodeCode Available | 0 |
| Parametric Simplex Method for Sparse Learning | Dec 1, 2017 | Sparse Learning | —Unverified | 0 |
| On Quadratic Convergence of DC Proximal Newton Algorithm in Nonconvex Sparse Learning | Dec 1, 2017 | Sparse Learning | —Unverified | 0 |
| Nonsparse learning with latent variables | Oct 7, 2017 | Model SelectionSparse Learning | —Unverified | 0 |
| Communication-efficient Algorithm for Distributed Sparse Learning via Two-way Truncation | Sep 2, 2017 | Sparse LearningVocal Bursts Valence Prediction | —Unverified | 0 |
| Subset Selection with Shrinkage: Sparse Linear Modeling when the SNR is low | Aug 10, 2017 | regressionSparse Learning | CodeCode Available | 0 |
| On Quadratic Convergence of DC Proximal Newton Algorithm for Nonconvex Sparse Learning in High Dimensions | Jun 19, 2017 | Sparse Learning | —Unverified | 0 |
| Learning task structure via sparsity grouped multitask learning | May 13, 2017 | feature selectionSparse Learning | CodeCode Available | 0 |
| Automatically Redundant Features Removal for Unsupervised Feature Selection via Sparse Feature Graph | May 13, 2017 | feature selectionSparse Learning | —Unverified | 0 |
| Homotopy Parametric Simplex Method for Sparse Learning | Apr 4, 2017 | regressionSparse Learning | —Unverified | 0 |
| From safe screening rules to working sets for faster Lasso-type solvers | Mar 21, 2017 | Sparse Learning | CodeCode Available | 0 |
| On The Projection Operator to A Three-view Cardinality Constrained Set | Mar 21, 2017 | compressed sensingfeature selection | —Unverified | 0 |
| Decentralized Frank-Wolfe Algorithm for Convex and Non-convex Problems | Dec 5, 2016 | Matrix CompletionSparse Learning | —Unverified | 0 |
| Simultaneous Clustering and Estimation of Heterogeneous Graphical Models | Nov 28, 2016 | ClusteringSparse Learning | —Unverified | 0 |
| Fast Learning with Nonconvex L1-2 Regularization | Oct 29, 2016 | compressed sensingSparse Learning | —Unverified | 0 |
| Online Unsupervised Multi-view Feature Selection | Sep 27, 2016 | Clusteringfeature selection | —Unverified | 0 |
| Local Region Sparse Learning for Image-on-Scalar Regression | May 27, 2016 | regressionSparse Learning | —Unverified | 0 |
