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| Sparse Estimation of Multivariate Poisson Log-Normal Models from Count Data | Feb 22, 2016 | regression | —Unverified | 0 | 0 |
| Sparse estimation via _q optimization method in high-dimensional linear regression | Nov 12, 2019 | regressionVocal Bursts Intensity Prediction | —Unverified | 0 | 0 |
| Sparse Features for PCA-Like Linear Regression | Dec 1, 2011 | regression | —Unverified | 0 | 0 |
| Sparse Gaussian Process Based On Hat Basis Functions | Jun 15, 2020 | regression | —Unverified | 0 | 0 |
| Sparse Gaussian processes using pseudo-inputs | Jun 1, 2005 | Gaussian Processesregression | —Unverified | 0 | 0 |
| Parametric Gaussian Process Regressors | Oct 16, 2019 | regressionVariational Inference | —Unverified | 0 | 0 |
| Improved error rates for sparse (group) learning with Lipschitz loss functions | Oct 20, 2019 | L2 Regularizationquantile regression | —Unverified | 0 | 0 |
| Sparse Hierarchical Regression with Polynomials | Sep 28, 2017 | regression | —Unverified | 0 | 0 |
| Sparse High-Dimensional Isotonic Regression | Dec 1, 2019 | Cancer Classificationregression | —Unverified | 0 | 0 |
| Sparse High-Dimensional Linear Regression. Algorithmic Barriers and a Local Search Algorithm | Nov 14, 2017 | Denoisingregression | —Unverified | 0 | 0 |
| Sparse high-dimensional linear regression with a partitioned empirical Bayes ECM algorithm | Sep 16, 2022 | Prediction Intervalsregression | —Unverified | 0 | 0 |
| Sparse High-Dimensional Regression: Exact Scalable Algorithms and Phase Transitions | Sep 28, 2017 | regressionVocal Bursts Intensity Prediction | —Unverified | 0 | 0 |
| Structure learning via unstructured kernel-based M-regression | Jan 3, 2019 | quantile regressionregression | —Unverified | 0 | 0 |
| Sparse learning with CART | Jun 7, 2020 | regressionSparse Learning | —Unverified | 0 | 0 |
| Sparse Linear Regression and Lattice Problems | Feb 22, 2024 | regression | —Unverified | 0 | 0 |
| Sparse Linear Regression via Generalized Orthogonal Least-Squares | Feb 22, 2016 | regression | —Unverified | 0 | 0 |
| Sparse linear regression with compressed and low-precision data via concave quadratic programming | Sep 9, 2019 | Quantizationregression | —Unverified | 0 | 0 |
| Sparse Linear Regression with Constraints: A Flexible Entropy-based Framework | Nov 14, 2023 | regression | —Unverified | 0 | 0 |
| Sparse Linear Regression With Missing Data | Mar 28, 2015 | regressionStochastic Optimization | —Unverified | 0 | 0 |
| Sparse Mixed Linear Regression with Guarantees: Taming an Intractable Problem with Invex Relaxation | Jun 2, 2022 | regression | —Unverified | 0 | 0 |
| Sparse model selection via integral terms | Aug 2, 2017 | modelModel Selection | —Unverified | 0 | 0 |
| Sparsely Multimodal Data Fusion | Mar 29, 2024 | regression | —Unverified | 0 | 0 |
| Sparse Multinomial Logistic Regression via Approximate Message Passing | Sep 15, 2015 | feature selectionGeneral Classification | —Unverified | 0 | 0 |
| Sparse Multivariate Factor Regression | Feb 25, 2015 | Dimensionality Reductionregression | —Unverified | 0 | 0 |
| Variational inference for large Bayesian vector autoregressions | Feb 25, 2022 | regressionVariational Inference | —Unverified | 0 | 0 |
| Sparse network asymptotics for logistic regression | Oct 9, 2020 | regression | —Unverified | 0 | 0 |
| Sparse Nonlinear Regression: Parameter Estimation and Asymptotic Inference | Nov 14, 2015 | parameter estimationregression | —Unverified | 0 | 0 |
| Sparse Optimization for Unsupervised Extractive Summarization of Long Documents with the Frank-Wolfe Algorithm | Aug 19, 2022 | Document SummarizationExtractive Document Summarization | —Unverified | 0 | 0 |
| Sparse PCA from Sparse Linear Regression | Nov 25, 2018 | regression | —Unverified | 0 | 0 |
| Sparse-penalized deep neural networks estimator under weak dependence | Mar 2, 2023 | Binary ClassificationClassification | —Unverified | 0 | 0 |
| SparsePose: Sparse-View Camera Pose Regression and Refinement | Nov 29, 2022 | 3D ReconstructionCamera Pose Estimation | —Unverified | 0 | 0 |
| Sparse principal component regression for generalized linear models | Sep 28, 2016 | parameter estimationregression | —Unverified | 0 | 0 |
| Sparse principal component regression with adaptive loading | Feb 26, 2014 | regression | —Unverified | 0 | 0 |
| Sparse Private LASSO Logistic Regression | Apr 24, 2023 | feature selectionModel Selection | —Unverified | 0 | 0 |
| Sparse Projections of Medical Images onto Manifolds | Mar 22, 2013 | regression | —Unverified | 0 | 0 |
| Sparse Quadratic Logistic Regression in Sub-quadratic Time | Mar 8, 2017 | regression | —Unverified | 0 | 0 |
| Sparse Quantile Huber Regression for Efficient and Robust Estimation | Feb 19, 2014 | quantile regressionregression | —Unverified | 0 | 0 |
| Sparse recovery by thresholded non-negative least squares | Dec 1, 2011 | regression | —Unverified | 0 | 0 |
| Sparse Recovery via Bootstrapping: Collaborative or Independent? | Jan 1, 2021 | Image Reconstructionregression | —Unverified | 0 | 0 |
| Sparse Recovery with Linear and Nonlinear Observations: Dependent and Noisy Data | Mar 12, 2014 | regression | —Unverified | 0 | 0 |
| Sparse Recovery With Non-Linear Fourier Features | Feb 12, 2020 | regression | —Unverified | 0 | 0 |
| Sparse Reduced Rank Regression With Nonconvex Regularization | Mar 20, 2018 | Dimensionality ReductionEconometrics | —Unverified | 0 | 0 |
| Sparse Regression and Adaptive Feature Generation for the Discovery of Dynamical Systems | Feb 7, 2019 | regression | —Unverified | 0 | 0 |
| Sparse Regression Codes exploit Multi-User Diversity without CSI | Jul 15, 2025 | DecoderDiversity | —Unverified | 0 | 0 |
| CRC-Assisted Channel Codes for Integrated Passive Sensing and Communications | Nov 8, 2024 | parameter estimationregression | —Unverified | 0 | 0 |
| Sparse Regression Codes for Non-coherent SIMO channels | May 16, 2024 | Decoderregression | —Unverified | 0 | 0 |
| Sparse Regression for Discovery of Constitutive Models from Oscillatory Shear Measurements | Aug 20, 2024 | Experimental Designregression | —Unverified | 0 | 0 |
| Sparse Regression for Machine Translation | Jun 27, 2024 | DecoderMachine Translation | —Unverified | 0 | 0 |
| Sparse Shrunk Additive Models | Jan 1, 2020 | Additive modelsfeature selection | —Unverified | 0 | 0 |