| Probabilistic Forecasting of Sensory Data with Generative Adversarial Networks - ForGAN | Mar 29, 2019 | Generative Adversarial NetworkProbabilistic Time Series Forecasting | CodeCode Available | 0 |
| Bayesian prediction of jumps in large panels of time series data | Mar 28, 2019 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Medical Time Series Classification with Hierarchical Attention-based Temporal Convolutional Networks: A Case Study of Myotonic Dystrophy Diagnosis | Mar 28, 2019 | Computational EfficiencyGeneral Classification | —Unverified | 0 |
| Smoothing Nonlinear Variational Objectives with Sequential Monte Carlo | Mar 27, 2019 | Dimensionality Reductionparameter estimation | —Unverified | 0 |
| Improved Dynamic Time Warping (DTW) Approach for Online Signature Verification | Mar 26, 2019 | Dynamic Time WarpingTime Series | —Unverified | 0 |
| Cross-Modal Data Programming Enables Rapid Medical Machine Learning | Mar 26, 2019 | BIG-bench Machine LearningTime Series | —Unverified | 0 |
| Weak Supervision for Time Series: Wearable Sensor Classification with Limited Labeled Data | Mar 25, 2019 | Time SeriesTime Series Analysis | —Unverified | 0 |
| 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 |
| Multi-Task Time Series Analysis applied to Drug Response Modelling | Mar 21, 2019 | Multi-Task LearningTime Series | —Unverified | 0 |
| Trainable Time Warping: Aligning Time-Series in the Continuous-Time Domain | Mar 21, 2019 | General ClassificationTime Series | CodeCode Available | 0 |
| Learning Disentangled Representations of Satellite Image Time Series | Mar 21, 2019 | Change Detectionimage-classification | —Unverified | 0 |
| Dynamic Hurst Exponent in Time Series | Mar 19, 2019 | Time SeriesTime Series Analysis | —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 |
| 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 |
| Data-driven Identification and Prediction of Power System Dynamics Using Linear Operators | Mar 15, 2019 | Time SeriesTime Series Analysis | —Unverified | 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 |
| 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 |
| Efficient Optimization of Echo State Networks for Time Series Datasets | Mar 12, 2019 | AstronomyBayesian Optimization | CodeCode Available | 1 |
| 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 |