| 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 |
| Learning Theory for Distribution Regression | Nov 8, 2014 | Density EstimationLearning Theory | CodeCode Available | 0 |
| Faithful Variable Screening for High-Dimensional Convex Regression | Nov 7, 2014 | Additive modelsregression | —Unverified | 0 |
| Bayesian feature selection with strongly-regularizing priors maps to the Ising Model | Nov 3, 2014 | Bayesian Inferencefeature selection | —Unverified | 0 |
| Multivariate response and parsimony for Gaussian cluster-weighted models | Nov 3, 2014 | Clusteringparameter estimation | —Unverified | 0 |
| Population Empirical Bayes | Nov 2, 2014 | Bayesian Inferenceregression | CodeCode Available | 0 |
| Trend Filtering on Graphs | Oct 28, 2014 | regression | —Unverified | 0 |
| Multiple Output Regression with Latent Noise | Oct 27, 2014 | regressionTime Series | —Unverified | 0 |
| Fast Function to Function Regression | Oct 27, 2014 | regressionTime Series | —Unverified | 0 |
| A Greedy Homotopy Method for Regression with Nonconvex Constraints | Oct 27, 2014 | regression | —Unverified | 0 |
| A PTAS for Agnostically Learning Halfspaces | Oct 26, 2014 | regression | —Unverified | 0 |
| Estimation of Lower Limb Periodic Motions from sEMG Using Least Squares Support Vector Regression | Oct 26, 2014 | regression | —Unverified | 0 |
| An Aggregation Method for Sparse Logistic Regression | Oct 25, 2014 | General Classificationregression | —Unverified | 0 |
| Attribute Efficient Linear Regression with Data-Dependent Sampling | Oct 23, 2014 | Attributeregression | —Unverified | 0 |
| Active Regression by Stratification | Oct 22, 2014 | Active LearningGeneral Classification | —Unverified | 0 |
| On Iterative Hard Thresholding Methods for High-dimensional M-Estimation | Oct 20, 2014 | regressionVocal Bursts Intensity Prediction | —Unverified | 0 |
| BUT QUESST 2014 System Description | Oct 16, 2014 | Dynamic Time WarpingKeyword Spotting | —Unverified | 0 |
| Bayesian regression and Bitcoin | Oct 6, 2014 | Bayesian InferenceBinary Classification | CodeCode Available | 0 |
| Facial Feature Point Detection: A Comprehensive Survey | Oct 4, 2014 | 3D Face ModellingFace Alignment | —Unverified | 0 |
| Multidimensional Digital Smoothing Filters for Target Detection | Oct 2, 2014 | regression | —Unverified | 0 |
| Large-scale Reordering Model for Statistical Machine Translation using Dual Multinomial Logistic Regression | Oct 1, 2014 | Machine Translationregression | —Unverified | 0 |
| Hyper-Spectral Image Analysis with Partially-Latent Regression and Spatial Markov Dependencies | Sep 30, 2014 | regression | —Unverified | 0 |
| Backhaul-Constrained Multi-Cell Cooperation Leveraging Sparsity and Spectral Clustering | Sep 30, 2014 | ClusteringComputational Efficiency | —Unverified | 0 |
| MIST: L0 Sparse Linear Regression with Momentum | Sep 25, 2014 | regression | —Unverified | 0 |
| Unsupervised learning of regression mixture models with unknown number of components | Sep 24, 2014 | ClusteringModel Selection | —Unverified | 0 |
| Unified Heat Kernel Regression for Diffusion, Kernel Smoothing and Wavelets on Manifolds and Its Application to Mandible Growth Modeling in CT Images | Sep 23, 2014 | regression | —Unverified | 0 |