| A Sparse Gaussian Process Framework for Photometric Redshift Estimation | May 20, 2015 | Gaussian ProcessesPhotometric Redshift Estimation | —Unverified | 0 |
| Supervised Learning for Dynamical System Learning | May 20, 2015 | regression | —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 |
| On the Feasibility of Distributed Kernel Regression for Big Data | May 5, 2015 | regressionvalid | —Unverified | 0 |
| An O(n(n)) Algorithm for Projecting Onto the Ordered Weighted _1 Norm Ball | May 5, 2015 | Clusteringregression | —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 |
