| Recognition Confidence Analysis of Handwritten Chinese Character with CNN | May 25, 2015 | regression | —Unverified | 0 |
| Robust Optimization for Deep Regression | May 25, 2015 | Age Estimationobject-detection | CodeCode Available | 0 |
| Deep sparse multi-task learning for feature selection in Alzheimer’s disease diagnosis | May 21, 2015 | Clusteringfeature selection | —Unverified | 0 |
| Supervised Learning for Dynamical System Learning | May 20, 2015 | regression | —Unverified | 0 |
| A Sparse Gaussian Process Framework for Photometric Redshift Estimation | May 20, 2015 | Gaussian ProcessesPhotometric Redshift Estimation | —Unverified | 0 |
| Variable subset selection via GA and information complexity in mixtures of Poisson and negative binomial regression models | May 20, 2015 | Epidemiologyregression | —Unverified | 0 |
| Multi-task additive models with shared transfer functions based on dictionary learning | May 19, 2015 | Additive modelsDictionary Learning | —Unverified | 0 |
| Shrinkage degree in L_2-re-scale boosting for regression | May 17, 2015 | regression | —Unverified | 0 |
| A New Perspective on Boosting in Linear Regression via Subgradient Optimization and Relatives | May 16, 2015 | regression | —Unverified | 0 |
| An Analysis of Active Learning With Uniform Feature Noise | May 15, 2015 | Active LearningBinary Classification | —Unverified | 0 |
| Parametric Regression on the Grassmannian | May 14, 2015 | Crowd Countingregression | —Unverified | 0 |
| Removing systematic errors for exoplanet search via latent causes | May 12, 2015 | AstronomyCausal Inference | CodeCode Available | 0 |
| An Online Learning Algorithm for Neuromorphic Hardware Implementation | May 11, 2015 | regression | —Unverified | 0 |
| DART: Dropouts meet Multiple Additive Regression Trees | May 7, 2015 | regression | CodeCode Available | 0 |
| Object detection via a multi-region & semantic segmentation-aware CNN model | May 7, 2015 | Objectobject-detection | CodeCode Available | 0 |
| Re-scale boosting for regression and classification | May 6, 2015 | ClassificationGeneral Classification | —Unverified | 0 |
| An O(n(n)) Algorithm for Projecting Onto the Ordered Weighted _1 Norm Ball | May 5, 2015 | Clusteringregression | —Unverified | 0 |
| On the Feasibility of Distributed Kernel Regression for Big Data | May 5, 2015 | regressionvalid | —Unverified | 0 |
| fastFM: A Library for Factorization Machines | May 4, 2015 | BIG-bench Machine LearningGeneral Classification | CodeCode Available | 0 |
| GPU-Friendly Local Regression for Voice Conversion | May 1, 2015 | CPUGPU | —Unverified | 0 |
| Valid auto-models for spatially autocorrelated occupancy and abundance data | Apr 30, 2015 | regressionvalid | —Unverified | 0 |
| A Deep Learning Model for Structured Outputs with High-order Interaction | Apr 29, 2015 | ClassificationGeneral Classification | —Unverified | 0 |
| Regularization-free estimation in trace regression with symmetric positive semidefinite matrices | Apr 23, 2015 | compressed sensingMatrix Completion | —Unverified | 0 |
| Spectral Norm of Random Kernel Matrices with Applications to Privacy | Apr 22, 2015 | Attributeregression | —Unverified | 0 |
| On the relation between Gaussian process quadratures and sigma-point methods | Apr 22, 2015 | Numerical Integrationregression | —Unverified | 0 |
| Forecasting the term structure of crude oil futures prices with neural networks | Apr 19, 2015 | regression | —Unverified | 0 |
| Color Constancy Using CNNs | Apr 17, 2015 | Color Constancyregression | CodeCode Available | 0 |
| Multichannel sparse recovery of complex-valued signals using Huber's criterion | Apr 16, 2015 | regression | —Unverified | 0 |
| Switching nonparametric regression models for multi-curve data | Apr 10, 2015 | regression | —Unverified | 0 |
| Deciding when to stop: Efficient stopping of active learning guided drug-target prediction | Apr 9, 2015 | Active Learningregression | —Unverified | 0 |
| Sparse Linear Regression With Missing Data | Mar 28, 2015 | regressionStochastic Optimization | —Unverified | 0 |
| Transductive Multi-label Zero-shot Learning | Mar 26, 2015 | Multi-label zero-shot learningregression | —Unverified | 0 |
| A Bayesian Approach to Sparse plus Low rank Network Identification | Mar 25, 2015 | Network Identificationregression | —Unverified | 0 |
| Penalty, Shrinkage, and Preliminary Test Estimators under Full Model Hypothesis | Mar 24, 2015 | regression | —Unverified | 0 |
| Adaptive Concentration of Regression Trees, with Application to Random Forests | Mar 22, 2015 | Model Selectionregression | CodeCode Available | 0 |
| Nonparametric Detection of Nonlinearly Mixed Pixels and Endmember Estimation in Hyperspectral Images | Mar 18, 2015 | Hyperspectral Unmixingregression | —Unverified | 0 |
| Improved Calibration of Near-Infrared Spectra by Using Ensembles of Neural Network Models | Mar 18, 2015 | regression | —Unverified | 0 |
| Novel Super-Resolution Method Based on High Order Nonlocal-Means | Mar 14, 2015 | Image ReconstructionMotion Estimation | —Unverified | 0 |
| Communication-efficient sparse regression: a one-shot approach | Mar 14, 2015 | regression | —Unverified | 0 |
| Fuzzy Mixed Integer Optimization Model for Regression Approach | Mar 13, 2015 | modelregression | —Unverified | 0 |
| Functional Inverse Regression in an Enlarged Dimension Reduction Space | Mar 12, 2015 | Dimensionality Reductionregression | —Unverified | 0 |
| Minimax Optimal Rates of Estimation in High Dimensional Additive Models: Universal Phase Transition | Mar 10, 2015 | Additive modelsregression | —Unverified | 0 |
| Deep Human Parsing with Active Template Regression | Mar 9, 2015 | Human ParsingPosition | —Unverified | 0 |
| Kernel-Based Just-In-Time Learning for Passing Expectation Propagation Messages | Mar 9, 2015 | regression | CodeCode Available | 0 |
| Fitting 3D Morphable Models using Local Features | Mar 8, 2015 | regression | CodeCode Available | 0 |
| Model selection of polynomial kernel regression | Mar 7, 2015 | modelModel Selection | —Unverified | 0 |
| A Chaining Algorithm for Online Nonparametric Regression | Feb 26, 2015 | Computational Efficiencyregression | —Unverified | 0 |
| Sparse Multivariate Factor Regression | Feb 25, 2015 | Dimensionality Reductionregression | —Unverified | 0 |
| Tensor decomposition with generalized lasso penalties | Feb 24, 2015 | regressionTensor Decomposition | —Unverified | 0 |
| Two-stage Sampling, Prediction and Adaptive Regression via Correlation Screening (SPARCS) | Feb 22, 2015 | Prognosisregression | —Unverified | 0 |