| Temporal Knowledge Graph Embedding Model based on Additive Time Series Decomposition | Nov 18, 2019 | Graph EmbeddingKnowledge Graph Completion | CodeCode Available | 1 |
| Satellite Image Time Series Classification with Pixel-Set Encoders and Temporal Self-Attention | Nov 18, 2019 | General ClassificationTime Series | CodeCode Available | 0 |
| Benchmarking time series classification -- Functional data vs machine learning approaches | Nov 18, 2019 | Additive modelsBenchmarking | CodeCode Available | 0 |
| Bayesian Recurrent Framework for Missing Data Imputation and Prediction with Clinical Time Series | Nov 18, 2019 | ImputationMissing Values | —Unverified | 0 |
| Comparison of Deep learning models on time series forecasting : a case study of Dissolved Oxygen Prediction | Nov 17, 2019 | Deep LearningSmall Data Image Classification | CodeCode Available | 0 |
| Weather event severity prediction using buoy data and machine learning | Nov 17, 2019 | BIG-bench Machine LearningImputation | —Unverified | 0 |
| The Creation and Validation of Load Time Series for Synthetic Electric Power Systems | Nov 16, 2019 | Time SeriesTime Series Analysis | —Unverified | 0 |
| SMART: Skeletal Motion Action Recognition aTtack | Nov 16, 2019 | Action RecognitionAdversarial Attack | —Unverified | 0 |
| RSM-GAN: A Convolutional Recurrent GAN for Anomaly Detection in Contaminated Seasonal Multivariate Time Series | Nov 16, 2019 | Anomaly DetectionCausal Inference | —Unverified | 0 |
| Missingness as Stability: Understanding the Structure of Missingness in Longitudinal EHR data and its Impact on Reinforcement Learning in Healthcare | Nov 16, 2019 | Imputationreinforcement-learning | CodeCode Available | 0 |
| Deep learning for clustering of multivariate clinical patient trajectories with missing values | Nov 15, 2019 | ClusteringMissing Values | CodeCode Available | 0 |
| Evaluation of Three Deep Learning Models for Early Crop Classification Using Sentinel-1A Imagery Time Series—A Case Study in Zhanjiang, China | Nov 15, 2019 | ClassificationCrop Classification | —Unverified | 0 |
| Bayesian nonparametric discontinuity design | Nov 15, 2019 | Causal InferenceExperimental Design | CodeCode Available | 0 |
| Synthetic Event Time Series Health Data Generation | Nov 14, 2019 | Generative Adversarial NetworkTime Series | —Unverified | 0 |
| Robust Parameter-Free Season Length Detection in Time Series | Nov 14, 2019 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| A Recurrent Probabilistic Neural Network with Dimensionality Reduction Based on Time-series Discriminant Component Analysis | Nov 14, 2019 | Dimensionality ReductionEEG | —Unverified | 0 |
| Performance evaluation of deep neural networks for forecasting time-series with multiple structural breaks and high volatility | Nov 14, 2019 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Modelling EHR timeseries by restricting feature interaction | Nov 14, 2019 | Mortality PredictionTime Series | —Unverified | 0 |
| Real-Time Anomaly Detection for Advanced Manufacturing: Improving on Twitter's State of the Art | Nov 13, 2019 | Anomaly DetectionTime Series | —Unverified | 0 |
| Self-supervised representation learning from electroencephalography signals | Nov 13, 2019 | Representation LearningSelf-Supervised Learning | CodeCode Available | 0 |
| Time-Dynamic Estimates of the Reliability of Deep Semantic Segmentation Networks | Nov 12, 2019 | General ClassificationSemantic Segmentation | CodeCode Available | 0 |
| Detecting Patterns of Physiological Response to Hemodynamic Stress via Unsupervised Deep Learning | Nov 12, 2019 | BIG-bench Machine LearningSurvival Prediction | —Unverified | 0 |
| Generating an Explainable ECG Beat Space With Variational Auto-Encoders | Nov 12, 2019 | ClassificationGeneral Classification | —Unverified | 0 |
| Anomaly Detection for Industrial Control Systems Using Sequence-to-Sequence Neural Networks | Nov 12, 2019 | Anomaly DetectionTime Series | CodeCode Available | 0 |
| Building Effective Large-Scale Traffic State Prediction System: Traffic4cast Challenge Solution | Nov 11, 2019 | PredictionTime Series | CodeCode Available | 0 |
| Making Good on LSTMs' Unfulfilled Promise | Nov 11, 2019 | Continual LearningDecision Making | —Unverified | 0 |
| Time2Graph: Revisiting Time Series Modeling with Dynamic Shapelets | Nov 11, 2019 | Graph EmbeddingTime Series | CodeCode Available | 0 |
| Modeling EEG data distribution with a Wasserstein Generative Adversarial Network to predict RSVP Events | Nov 11, 2019 | ClassificationEEG | CodeCode Available | 0 |
| SeismoGen: Seismic Waveform Synthesis Using Generative Adversarial Networks | Nov 10, 2019 | Generative Adversarial NetworkTime Series | —Unverified | 0 |
| Early Predictions for Medical Crowdfunding: A Deep Learning Approach Using Diverse Inputs | Nov 9, 2019 | ClusteringTime Series | —Unverified | 0 |
| DeVLearn: A Deep Visual Learning Framework for Localizing Temporary Faults in Power Systems | Nov 9, 2019 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Adversarial Attacks on Time-Series Intrusion Detection for Industrial Control Systems | Nov 8, 2019 | Adversarial AttackIntrusion Detection | —Unverified | 0 |
| Hierarchical Clustering for Smart Meter Electricity Loads based on Quantile Autocovariances | Nov 8, 2019 | ClusteringTime Series | —Unverified | 0 |
| Discovering Invariances in Healthcare Neural Networks | Nov 8, 2019 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Architectural Tricks for Deep Learning in Remote Photoplethysmography | Nov 6, 2019 | Deep LearningTime Series | —Unverified | 0 |
| An Information Theory Approach on Deciding Spectroscopic Follow Ups | Nov 6, 2019 | General ClassificationTime Series | CodeCode Available | 0 |
| Deep Learning for Stock Selection Based on High Frequency Price-Volume Data | Nov 6, 2019 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Dynamic Time Warp Convolutional Networks | Nov 5, 2019 | Temporal SequencesTime Series | —Unverified | 0 |
| Deep Hedging: Learning to Simulate Equity Option Markets | Nov 5, 2019 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Seasonally-Adjusted Auto-Regression of Vector Time Series | Nov 4, 2019 | regressionTime Series | —Unverified | 0 |
| Optimal Transport Based Change Point Detection and Time Series Segment Clustering | Nov 4, 2019 | Change Point DetectionClustering | —Unverified | 0 |
| Online Debiasing for Adaptively Collected High-dimensional Data with Applications to Time Series Analysis | Nov 4, 2019 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Novel semi-metrics for multivariate change point analysis and anomaly detection | Nov 4, 2019 | Anomaly DetectionTime Series | —Unverified | 0 |
| Application of Gaussian Process Regression to Koopman Mode Decomposition for Noisy Dynamic Data | Nov 4, 2019 | regressionTime Series | —Unverified | 0 |
| Framework for Inferring Following Strategies from Time Series of Movement Data | Nov 4, 2019 | Leadership InferenceModel Selection | CodeCode Available | 0 |
| DSANet: Dual Self-Attention Network for Multivariate Time Series Forecasting | Nov 3, 2019 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 0 |
| Generalizing to unseen domains via distribution matching | Nov 3, 2019 | Domain GeneralizationLEMMA | CodeCode Available | 0 |
| Deep-Gap: A deep learning framework for forecasting crowdsourcing supply-demand gap based on imaging time series and residual learning | Nov 2, 2019 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Variational Bayesian inference of hidden stochastic processes with unknown parameters | Nov 2, 2019 | Bayesian InferenceMissing Values | —Unverified | 0 |
| Road Surface Friction Prediction Using Long Short-Term Memory Neural Network Based on Historical Data | Nov 1, 2019 | Decision MakingFriction | —Unverified | 0 |