| Quantile universal threshold: model selection at the detection edge for high-dimensional linear regression | Dec 5, 2014 | compressed sensingModel Selection | —Unverified | 0 |
| Nonparametric modal regression | Dec 4, 2014 | regression | —Unverified | 0 |
| Incremental Local Gaussian Regression | Dec 1, 2014 | regression | —Unverified | 0 |
| Communication Efficient Distributed Machine Learning with the Parameter Server | Dec 1, 2014 | BIG-bench Machine Learningregression | —Unverified | 0 |
| On Sparse Gaussian Chain Graph Models | Dec 1, 2014 | Computational Efficiencyregression | —Unverified | 0 |
| An Infra-Structure for Performance Estimation and Experimental Comparison of Predictive Models in R | Dec 1, 2014 | General Classificationregression | CodeCode Available | 0 |
| Distributed Bayesian Posterior Sampling via Moment Sharing | Dec 1, 2014 | regression | —Unverified | 0 |
| Sparse Bayesian structure learning with “dependent relevance determination” priors | Dec 1, 2014 | regression | —Unverified | 0 |
| Tree-structured Gaussian Process Approximations | Dec 1, 2014 | Imputationregression | —Unverified | 0 |
| A Residual Bootstrap for High-Dimensional Regression with Near Low-Rank Designs | Dec 1, 2014 | regression | —Unverified | 0 |
| Multivariate Regression with Calibration | Dec 1, 2014 | Activity Predictionparameter estimation | —Unverified | 0 |
| Robust Logistic Regression and Classification | Dec 1, 2014 | Binary ClassificationClassification | —Unverified | 0 |
| Fast Prediction for Large-Scale Kernel Machines | Dec 1, 2014 | General ClassificationPrediction | —Unverified | 0 |
| Using Sentence Plausibility to Learn the Semantics of Transitive Verbs | Nov 28, 2014 | regressionSentence | —Unverified | 0 |
| Flying Objects Detection from a Single Moving Camera | Nov 27, 2014 | Collision AvoidanceGeneral Classification | —Unverified | 0 |
| Convex Techniques for Model Selection | Nov 27, 2014 | modelModel Selection | —Unverified | 0 |
| A note relating ridge regression and OLS p-values to preconditioned sparse penalized regression | Nov 26, 2014 | regression | —Unverified | 0 |
| PLUTO: Penalized Unbiased Logistic Regression Trees | Nov 25, 2014 | regressionSelection bias | —Unverified | 0 |
| Distributed Coordinate Descent for L1-regularized Logistic Regression | Nov 24, 2014 | regression | CodeCode Available | 0 |
| Kickback cuts Backprop's red-tape: Biologically plausible credit assignment in neural networks | Nov 23, 2014 | regression | —Unverified | 0 |
| A Convex Sparse PCA for Feature Analysis | Nov 23, 2014 | Dimensionality Reductionfeature selection | —Unverified | 0 |
| Characterization of the equivalence of robustification and regularization in linear and matrix regression | Nov 22, 2014 | Matrix Completionregression | —Unverified | 0 |
| Learning nonparametric differential equations with operator-valued kernels and gradient matching | Nov 19, 2014 | regression | —Unverified | 0 |
| Parallel Gaussian Process Regression for Big Data: Low-Rank Representation Meets Markov Approximation | Nov 17, 2014 | regression | CodeCode Available | 0 |
| N^3LARS: Minimum Redundancy Maximum Relevance Feature Selection for Large and High-dimensional Data | Nov 10, 2014 | Distributed Computingfeature selection | —Unverified | 0 |