| Multi-View Factorization Machines | Jun 3, 2015 | parameter estimation | CodeCode Available | 0 |
| Bayesian Inference for Neighborhood Filters With Application in Denoising | Jun 1, 2015 | Bayesian InferenceColor Image Denoising | —Unverified | 0 |
| A Fast and Flexible Algorithm for the Graph-Fused Lasso | May 24, 2015 | parameter estimation | CodeCode Available | 0 |
| Learning Dynamic Feature Selection for Fast Sequential Prediction | May 22, 2015 | BenchmarkingDependency Parsing | —Unverified | 0 |
| Towards stability and optimality in stochastic gradient descent | May 10, 2015 | parameter estimation | —Unverified | 0 |
| Dense Distributions from Sparse Samples: Improved Gibbs Sampling Parameter Estimators for LDA | May 8, 2015 | ClusteringMulti-Label Classification | CodeCode Available | 0 |
| When and why are log-linear models self-normalizing? | May 1, 2015 | Computational EfficiencyGeneralization Bounds | —Unverified | 0 |
| Adaptive Randomized Dimension Reduction on Massive Data | Apr 13, 2015 | Dimensionality Reductionparameter estimation | —Unverified | 0 |
| Shared latent subspace modelling within Gaussian-Binary Restricted Boltzmann Machines for NIST i-Vector Challenge 2014 | Mar 18, 2015 | parameter estimationSpeaker Verification | —Unverified | 0 |
| Parameter estimation and bifurcation analysis of stochastic models of gene regulatory networks: tensor-structured methods | Mar 15, 2015 | parameter estimation | —Unverified | 0 |
| Deep Clustered Convolutional Kernels | Mar 6, 2015 | Clusteringparameter estimation | —Unverified | 0 |
| Contrastive Pessimistic Likelihood Estimation for Semi-Supervised Classification | Mar 1, 2015 | ClassificationGeneral Classification | CodeCode Available | 0 |
| Parameter estimation in softmax decision-making models with linear objective functions | Feb 16, 2015 | Decision Makingparameter estimation | —Unverified | 0 |
| Probabilistic Models for High-Order Projective Dependency Parsing | Feb 14, 2015 | Dependency Parsingparameter estimation | —Unverified | 0 |
| Newton-based maximum likelihood estimation in nonlinear state space models | Feb 12, 2015 | parameter estimationState Space Models | CodeCode Available | 0 |
| Tensor Factorization via Matrix Factorization | Jan 29, 2015 | parameter estimation | CodeCode Available | 0 |
| Identifiability and optimal rates of convergence for parameters of multiple types in finite mixtures | Jan 11, 2015 | parameter estimation | —Unverified | 0 |
| High Dimensional Expectation-Maximization Algorithm: Statistical Optimization and Asymptotic Normality | Dec 30, 2014 | parameter estimationVocal Bursts Intensity Prediction | —Unverified | 0 |
| A General Framework for Robust Testing and Confidence Regions in High-Dimensional Quantile Regression | Dec 30, 2014 | parameter estimationquantile regression | —Unverified | 0 |
| On Semiparametric Exponential Family Graphical Models | Dec 30, 2014 | parameter estimationTwo-sample testing | —Unverified | 0 |
| Pathwise Coordinate Optimization for Sparse Learning: Algorithm and Theory | Dec 23, 2014 | parameter estimationSparse Learning | —Unverified | 0 |
| Decomposing Parameter Estimation Problems | Dec 1, 2014 | parameter estimation | —Unverified | 0 |
| Large-scale L-BFGS using MapReduce | Dec 1, 2014 | BIG-bench Machine Learningparameter estimation | —Unverified | 0 |
| Multivariate Regression with Calibration | Dec 1, 2014 | Activity Predictionparameter estimation | —Unverified | 0 |
| Recursive Inversion Models for Permutations | Dec 1, 2014 | parameter estimation | —Unverified | 0 |
