| Optimizing the Union of Intersections LASSO (UoI_LASSO) and Vector Autoregressive (UoI_VAR) Algorithms for Improved Statistical Estimation at Scale | Aug 21, 2018 | feature selectionModel Selection | —Unverified | 0 |
| Learning to Exploit Invariances in Clinical Time-Series Data using Sequence Transformer Networks | Aug 21, 2018 | Computational EfficiencyDynamic Time Warping | —Unverified | 0 |
| Data Consistency Approach to Model Validation | Aug 17, 2018 | modelTime Series | CodeCode Available | 0 |
| Short-term load forecasting using optimized LSTM networks based on EMD | Aug 16, 2018 | Load ForecastingTime Series | —Unverified | 0 |
| Combining time-series and textual data for taxi demand prediction in event areas: a deep learning approach | Aug 16, 2018 | Demand ForecastingTime Series | —Unverified | 0 |
| LARNN: Linear Attention Recurrent Neural Network | Aug 16, 2018 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Deep Learning for Energy Markets | Aug 16, 2018 | Deep LearningTime Series | —Unverified | 0 |
| Study of Set-Membership Adaptive Kernel Algorithms | Aug 15, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Development and Evaluation of Recurrent Neural Network based Models for Hourly Traffic Volume and AADT Prediction | Aug 15, 2018 | ImputationMissing Values | —Unverified | 0 |
| A Consistent Method for Learning OOMs from Asymptotically Stationary Time Series Data Containing Missing Values | Aug 11, 2018 | Missing ValuesTime Series | —Unverified | 0 |
| Data augmentation using synthetic data for time series classification with deep residual networks | Aug 7, 2018 | Data AugmentationDynamic Time Warping | CodeCode Available | 0 |
| OptStream: Releasing Time Series Privately | Aug 6, 2018 | Decision MakingLoad Forecasting | —Unverified | 0 |
| Predicting Learning Status in MOOCs using LSTM | Aug 5, 2018 | General ClassificationPrediction | —Unverified | 0 |
| A Learning-Based Framework for Two-Dimensional Vehicle Maneuver Prediction over V2V Networks | Aug 1, 2018 | Parameter PredictionPrediction | —Unverified | 0 |
| Mod-DeepESN: Modular Deep Echo State Network | Aug 1, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Co-existence of Trend and Value in Financial Markets: Estimating an Extended Chiarella Model | Jul 31, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Modeling joint probability distribution of yield curve parameters | Jul 31, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 |
| On the use of Singular Spectrum Analysis | Jul 27, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Dynamical Component Analysis (DyCA): Dimensionality Reduction For High-Dimensional Deterministic Time-Series | Jul 26, 2018 | Dimensionality ReductionEEG | —Unverified | 0 |
| Entropy Analysis of Financial Time Series | Jul 25, 2018 | State Space ModelsTime Series | —Unverified | 0 |
| A Capsule Network for Traffic Speed Prediction in Complex Road Networks | Jul 23, 2018 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Deep Learning for Epidemiological Predictions | Jul 21, 2018 | Deep LearningEpidemiology | —Unverified | 0 |
| Methods of nonlinear dynamics and the construction of cryptocurrency crisis phenomena precursors | Jul 20, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Approximate Collapsed Gibbs Clustering with Expectation Propagation | Jul 19, 2018 | ClusteringTime Series | —Unverified | 0 |
| Rapid Time Series Prediction with a Hardware-Based Reservoir Computer | Jul 19, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 |