| Deep Learning in Asset Pricing | Mar 11, 2019 | Deep LearningTime Series | —Unverified | 0 |
| Financial Trading Model with Stock Bar Chart Image Time Series with Deep Convolutional Neural Networks | Mar 11, 2019 | Algorithmic TradingTime Series | —Unverified | 0 |
| SleepNet: Automated Sleep Analysis via Dense Convolutional Neural Network Using Physiological Time Series | Mar 11, 2019 | Multi-Task LearningTime Series | —Unverified | 0 |
| Revisiting clustering as matrix factorisation on the Stiefel manifold | Mar 11, 2019 | ClusteringTime Series | —Unverified | 0 |
| Should we Reload Time Series Classification Performance Evaluation ? (a position paper) | Mar 8, 2019 | General ClassificationPosition | —Unverified | 0 |
| Towards Time-Aware Distant Supervision for Relation Extraction | Mar 8, 2019 | RelationRelation Extraction | —Unverified | 0 |
| An Algorithm for the Visualization of Relevant Patterns in Astronomical Light Curves | Mar 8, 2019 | BIG-bench Machine LearningClassification Of Variable Stars | —Unverified | 0 |
| GRATIS: GeneRAting TIme Series with diverse and controllable characteristics | Mar 7, 2019 | BenchmarkingClustering | CodeCode Available | 0 |
| Robust Lane Detection from Continuous Driving Scenes Using Deep Neural Networks | Mar 6, 2019 | Autonomous VehiclesLane Detection | CodeCode Available | 0 |
| Temporal Registration in Application to In-utero MRI Time Series | Mar 6, 2019 | Time SeriesTime Series Alignment | —Unverified | 0 |
| Denoising Gravitational Waves with Enhanced Deep Recurrent Denoising Auto-Encoders | Mar 6, 2019 | DenoisingTime Series | —Unverified | 0 |
| Learning the dynamics of technical trading strategies | Mar 6, 2019 | Dimensionality ReductionTime Series | CodeCode Available | 1 |
| Autoregressive Convolutional Recurrent Neural Network for Univariate and Multivariate Time Series Prediction | Mar 6, 2019 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| When do common time series estimands have nonparametric causal meaning? | Mar 5, 2019 | Time Series | —Unverified | 0 |
| Data-driven Neural Architecture Learning For Financial Time-series Forecasting | Mar 5, 2019 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Multiple-Kernel Dictionary Learning for Reconstruction and Clustering of Unseen Multivariate Time-series | Mar 5, 2019 | ClusteringDictionary Learning | —Unverified | 0 |
| Application of Deep Learning Long Short-Term Memory in Energy Demand Forecasting | Mar 4, 2019 | Demand ForecastingManagement | —Unverified | 0 |
| Making the Dynamic Time Warping Distance Warping-Invariant | Mar 4, 2019 | Dynamic Time WarpingTime Series | —Unverified | 0 |
| Time Series Source Separation using Dynamic Mode Decomposition | Mar 4, 2019 | blind source separationChange Point Detection | CodeCode Available | 0 |
| 3D Graph Convolutional Networks with Temporal Graphs: A Spatial Information Free Framework For Traffic Forecasting | Mar 3, 2019 | 4D Spatio Temporal Semantic SegmentationTime Series | —Unverified | 0 |
| Financial series prediction using Attention LSTM | Feb 28, 2019 | BIG-bench Machine LearningDeep Learning | —Unverified | 0 |
| A Model Combining Convolutional Neural Network and LightGBM Algorithm for Ultra-Short-Term Wind Power Forecasting | Feb 27, 2019 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Reducing Artificial Neural Network Complexity: A Case Study on Exoplanet Detection | Feb 27, 2019 | General ClassificationSelf-Learning | —Unverified | 0 |
| Adversarial Attacks on Time Series | Feb 27, 2019 | ClassificationDynamic Time Warping | CodeCode Available | 1 |
| Insights into LSTM Fully Convolutional Networks for Time Series Classification | Feb 27, 2019 | ClassificationGeneral Classification | CodeCode Available | 1 |
