| Regularized EM Algorithms: A Unified Framework and Statistical Guarantees | Nov 27, 2015 | regression | —Unverified | 0 |
| Random Forests for Big Data | Nov 26, 2015 | ClusteringGeneral Classification | —Unverified | 0 |
| Exploring Correlation between Labels to improve Multi-Label Classification | Nov 25, 2015 | Binary ClassificationClassification | —Unverified | 0 |
| Temporal Convolutional Neural Networks for Diagnosis from Lab Tests | Nov 25, 2015 | regression | CodeCode Available | 0 |
| Constrained Structured Regression with Convolutional Neural Networks | Nov 23, 2015 | Intrinsic Image Decompositionregression | —Unverified | 0 |
| Multiple--Instance Learning: Christoffel Function Approach to Distribution Regression Problem | Nov 22, 2015 | Multiple Instance Learningregression | —Unverified | 0 |
| L1 logistic regression as a feature selection step for training stable classification trees for the prediction of severity criteria in imported malaria | Nov 20, 2015 | Classificationfeature selection | —Unverified | 0 |
| Complex-Valued Gaussian Processes for Regression | Nov 18, 2015 | Gaussian Processesregression | —Unverified | 0 |
| Optimized Linear Imputation | Nov 17, 2015 | ImputationMissing Values | —Unverified | 0 |
| A Block Regression Model for Short-Term Mobile Traffic Forecasting | Nov 17, 2015 | regression | —Unverified | 0 |
| Coarse-to-fine Face Alignment with Multi-Scale Local Patch Regression | Nov 16, 2015 | Face AlignmentFace Recognition | —Unverified | 0 |
| Efficient AUC Optimization for Information Ranking Applications | Nov 16, 2015 | Information Retrievalregression | —Unverified | 0 |
| The least squares method for option pricing revisited | Nov 16, 2015 | regression | —Unverified | 0 |
| Binary Classifier Calibration using an Ensemble of Near Isotonic Regression Models | Nov 16, 2015 | Binary ClassificationClassifier calibration | —Unverified | 0 |
| Using Text Mining To Analyze Real Estate Classifieds | Nov 15, 2015 | regression | —Unverified | 0 |
| Robust Elastic Net Regression | Nov 15, 2015 | regression | —Unverified | 0 |
| Sparse Nonlinear Regression: Parameter Estimation and Asymptotic Inference | Nov 14, 2015 | parameter estimationregression | —Unverified | 0 |
| Robust Face Alignment Using a Mixture of Invariant Experts | Nov 13, 2015 | Face Alignmentregression | —Unverified | 0 |
| Lass-0: sparse non-convex regression by local search | Nov 13, 2015 | regression | —Unverified | 0 |
| Facial Landmark Detection with Tweaked Convolutional Neural Networks | Nov 12, 2015 | Face VerificationFacial Landmark Detection | —Unverified | 0 |
| Black-box α-divergence Minimization | Nov 10, 2015 | General Classificationregression | CodeCode Available | 0 |
| Streaming regularization parameter selection via stochastic gradient descent | Nov 6, 2015 | regression | —Unverified | 0 |
| Finding structure in data using multivariate tree boosting | Nov 6, 2015 | regression | CodeCode Available | 0 |
| Efficient Multiscale Gaussian Process Regression using Hierarchical Clustering | Nov 6, 2015 | Clusteringregression | —Unverified | 0 |
| Pixel-wise Segmentation of Street with Neural Networks | Nov 2, 2015 | Object Recognitionregression | —Unverified | 0 |
| Prediction of Dynamical time Series Using Kernel Based Regression and Smooth Splines | Oct 31, 2015 | Denoisingregression | —Unverified | 0 |
| Deep Recurrent Regression for Facial Landmark Detection | Oct 30, 2015 | Facial Landmark Detectionregression | —Unverified | 0 |
| Nonconvex Penalization in Sparse Estimation: An Approach Based on the Bernstein Function | Oct 29, 2015 | General Classificationregression | —Unverified | 0 |
| Robust Gaussian Graphical Modeling with the Trimmed Graphical Lasso | Oct 28, 2015 | regression | —Unverified | 0 |
| Blitzkriging: Kronecker-structured Stochastic Gaussian Processes | Oct 27, 2015 | Gaussian ProcessesGeneral Classification | —Unverified | 0 |
| Some like it hot - visual guidance for preference prediction | Oct 27, 2015 | Collaborative FilteringPrediction | —Unverified | 0 |
| On the complexity of switching linear regression | Oct 23, 2015 | regression | —Unverified | 0 |
| Combining Alphas via Bounded Regression | Oct 22, 2015 | regression | —Unverified | 0 |
| Predicting popularity of online videos using Support Vector Regression | Oct 21, 2015 | regression | —Unverified | 0 |
| NYTRO: When Subsampling Meets Early Stopping | Oct 19, 2015 | Model Selectionregression | CodeCode Available | 0 |
| A General Method for Robust Bayesian Modeling | Oct 17, 2015 | regressionTopic Models | —Unverified | 0 |
| Dual Control for Approximate Bayesian Reinforcement Learning | Oct 13, 2015 | regressionreinforcement-learning | —Unverified | 0 |
| Functional Frank-Wolfe Boosting for General Loss Functions | Oct 9, 2015 | Binary ClassificationGeneral Classification | —Unverified | 0 |
| p-Markov Gaussian Processes for Scalable and Expressive Online Bayesian Nonparametric Time Series Forecasting | Oct 9, 2015 | Gaussian Processesregression | —Unverified | 0 |
| Maximum Likelihood Latent Space Embedding of Logistic Random Dot Product Graphs | Oct 3, 2015 | Clusteringregression | —Unverified | 0 |
| Distributed Parameter Map-Reduce | Oct 3, 2015 | BIG-bench Machine Learningregression | —Unverified | 0 |
| Supporting Regularized Logistic Regression Privately and Efficiently | Oct 1, 2015 | BIG-bench Machine LearningEpidemiology | —Unverified | 0 |
| Distributionally Robust Logistic Regression | Sep 30, 2015 | regression | —Unverified | 0 |
| Theoretical Analysis of the Optimal Free Responses of Graph-Based SFA for the Design of Training Graphs | Sep 28, 2015 | regressionTime Series | —Unverified | 0 |
| Predicting Climate Variability over the Indian Region Using Data Mining Strategies | Sep 23, 2015 | ClusteringGeneral Classification | —Unverified | 0 |
| On 3D Face Reconstruction via Cascaded Regression in Shape Space | Sep 21, 2015 | 3D Face ReconstructionFace Reconstruction | —Unverified | 0 |
| Fast Gaussian Process Regression for Big Data | Sep 17, 2015 | Gaussian Processesregression | —Unverified | 0 |
| Optimal Subsampling Approaches for Large Sample Linear Regression | Sep 17, 2015 | regression | —Unverified | 0 |
| Sparse Multinomial Logistic Regression via Approximate Message Passing | Sep 15, 2015 | feature selectionGeneral Classification | —Unverified | 0 |
| BUT QUESST 2015 System Description | Sep 14, 2015 | Dynamic Time WarpingKeyword Spotting | —Unverified | 0 |