| Time Series Imputation | Mar 22, 2019 | BIG-bench Machine LearningImputation | —Unverified | 0 |
| Optimal Combination Forecasts on Retail Multi-Dimensional Sales Data | Mar 22, 2019 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Forecasting, Causality, and Impulse Response with Neural Vector Autoregressions | Mar 22, 2019 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Trainable Time Warping: Aligning Time-Series in the Continuous-Time Domain | Mar 21, 2019 | General ClassificationTime Series | CodeCode Available | 0 |
| Multi-Task Time Series Analysis applied to Drug Response Modelling | Mar 21, 2019 | Multi-Task LearningTime Series | —Unverified | 0 |
| Learning Disentangled Representations of Satellite Image Time Series | Mar 21, 2019 | Change Detectionimage-classification | —Unverified | 0 |
| State-Building through Public Land Disposal? An Application of Matrix Completion for Counterfactual Prediction | Mar 19, 2019 | counterfactualMatrix Completion | CodeCode Available | 0 |
| Random Pairwise Shapelets Forest | Mar 19, 2019 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Dynamic Hurst Exponent in Time Series | Mar 19, 2019 | Time SeriesTime Series Analysis | —Unverified | 0 |
| tspDB: Time Series Predict DB | Mar 17, 2019 | ImputationPrediction | —Unverified | 0 |
| Adversarial Attacks on Deep Neural Networks for Time Series Classification | Mar 17, 2019 | Activity RecognitionAdversarial Attack | CodeCode Available | 0 |
| Multi-Stage Fault Warning for Large Electric Grids Using Anomaly Detection and Machine Learning | Mar 15, 2019 | Anomaly DetectionBIG-bench Machine Learning | —Unverified | 0 |
| Deep Neural Network Ensembles for Time Series Classification | Mar 15, 2019 | AttributeClassification | CodeCode Available | 0 |
| Data-driven Identification and Prediction of Power System Dynamics Using Linear Operators | Mar 15, 2019 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Deep Switch Networks for Generating Discrete Data and Language | Mar 14, 2019 | DecoderTime Series | —Unverified | 0 |
| ST-UNet: A Spatio-Temporal U-Network for Graph-structured Time Series Modeling | Mar 13, 2019 | Graph LearningTime Series | —Unverified | 0 |
| Confident Kernel Sparse Coding and Dictionary Learning | Mar 12, 2019 | Dictionary LearningTime 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 |
| Financial Trading Model with Stock Bar Chart Image Time Series with Deep Convolutional Neural Networks | Mar 11, 2019 | Algorithmic TradingTime Series | —Unverified | 0 |
| Revisiting clustering as matrix factorisation on the Stiefel manifold | Mar 11, 2019 | ClusteringTime Series | —Unverified | 0 |
| Deep Learning in Asset Pricing | Mar 11, 2019 | Deep LearningTime 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 |
| 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 |
| Multiple-Kernel Dictionary Learning for Reconstruction and Clustering of Unseen Multivariate Time-series | Mar 5, 2019 | ClusteringDictionary Learning | —Unverified | 0 |
| Data-driven Neural Architecture Learning For Financial Time-series Forecasting | Mar 5, 2019 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Time Series Source Separation using Dynamic Mode Decomposition | Mar 4, 2019 | blind source separationChange Point Detection | CodeCode Available | 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 |
| 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 |
| Self-Organization in Spontaneous Movements of Neonates generates Self-specifying Sensory Experiences | Feb 26, 2019 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Robust and Subject-Independent Driving Manoeuvre Anticipation through Domain-Adversarial Recurrent Neural Networks | Feb 26, 2019 | Domain AdaptationTime Series | CodeCode Available | 0 |
| Deep MR Fingerprinting with total-variation and low-rank subspace priors | Feb 26, 2019 | Magnetic Resonance Fingerprintingparameter estimation | —Unverified | 0 |
| Market efficiency, liquidity, and multifractality of Bitcoin: A dynamic study | Feb 25, 2019 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Fault Diagnosis Method Based on Scaling Law for On-line Refrigerant Leak Detection | Feb 22, 2019 | DiagnosticFault Detection | —Unverified | 0 |
| Convolutional-Sparse-Coded Dynamic Mode Decomposition and Its Application to River State Estimation | Feb 20, 2019 | State EstimationTime Series | —Unverified | 0 |
| Identifying nonlinear dynamical systems via generative recurrent neural networks with applications to fMRI | Feb 19, 2019 | Time SeriesTime Series Analysis | —Unverified | 0 |
| A One-Class Support Vector Machine Calibration Method for Time Series Change Point Detection | Feb 18, 2019 | Anomaly DetectionChange Point Detection | —Unverified | 0 |
| Robust and fast heart rate variability analysis of long and noisy electrocardiograms using neural networks and images | Feb 16, 2019 | Heart Rate VariabilityTime Series | —Unverified | 0 |
| Learning to Adaptively Scale Recurrent Neural Networks | Feb 15, 2019 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Generalisation in fully-connected neural networks for time series forecasting | Feb 14, 2019 | Learning TheoryTime Series | —Unverified | 0 |