| Hierarchically-coupled hidden Markov models for learning kinetic rates from single-molecule data | May 15, 2013 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Identifying Pairs in Simulated Bio-Medical Time-Series | May 12, 2013 | ClassificationGeneral Classification | —Unverified | 0 |
| Fractal structures in Adversarial Prediction | Apr 29, 2013 | PredictionTime Series | —Unverified | 0 |
| Unsupervised model-free representation learning | Apr 17, 2013 | modelRepresentation Learning | —Unverified | 0 |
| Learning Heteroscedastic Models by Convex Programming under Group Sparsity | Apr 16, 2013 | Time SeriesTime Series Analysis | —Unverified | 0 |
| ClusterCluster: Parallel Markov Chain Monte Carlo for Dirichlet Process Mixtures | Apr 8, 2013 | Density EstimationTime Series | —Unverified | 0 |
| Towards The Inductive Acquisition of Temporal Knowledge | Mar 27, 2013 | Time SeriesTime Series Analysis | —Unverified | 0 |
| A dependent partition-valued process for multitask clustering and time evolving network modelling | Mar 13, 2013 | ClusteringGaussian Processes | —Unverified | 0 |
| An Introductory Study on Time Series Modeling and Forecasting | Feb 26, 2013 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Structure Discovery in Nonparametric Regression through Compositional Kernel Search | Feb 20, 2013 | regressionscientific discovery | CodeCode Available | 0 |
| A Latent Source Model for Nonparametric Time Series Classification | Feb 14, 2013 | ClassificationGeneral Classification | —Unverified | 0 |
| Macro-Economic Time Series Modeling and Interaction Networks | Dec 10, 2012 | regressionSymbolic Regression | —Unverified | 0 |
| Nonparametric risk bounds for time-series forecasting | Dec 3, 2012 | State Space ModelsTime Series | —Unverified | 0 |
| Locating Changes in Highly Dependent Data with Unknown Number of Change Points | Dec 1, 2012 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Expectation Propagation in Gaussian Process Dynamical Systems | Dec 1, 2012 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Patient Risk Stratification for Hospital-Associated C. diff as a Time-Series Classification Task | Dec 1, 2012 | ClassificationDiagnostic | —Unverified | 0 |
| Effective Split-Merge Monte Carlo Methods for Nonparametric Models of Sequential Data | Dec 1, 2012 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Modelling Reciprocating Relationships with Hawkes Processes | Dec 1, 2012 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Optimally fuzzy temporal memory | Nov 22, 2012 | Future predictionPrediction | —Unverified | 0 |
| Physics constrained nonlinear regression models for time series | Nov 20, 2012 | regressionTime Series | CodeCode Available | 0 |
| Cross-Lingual Topic Alignment in Time Series Japanese / Chinese News | Nov 1, 2012 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Reducing statistical time-series problems to binary classification | Oct 22, 2012 | Binary ClassificationClassification | —Unverified | 0 |
| Locally adaptive factor processes for multivariate time series | Oct 7, 2012 | Bayesian InferenceGaussian Processes | —Unverified | 0 |
| Online Learning with Predictable Sequences | Aug 18, 2012 | Model SelectionTime Series | —Unverified | 0 |
| Expectation Propagation in Gaussian Process Dynamical Systems: Extended Version | Jul 12, 2012 | Time SeriesTime Series Analysis | —Unverified | 0 |