| Towards Generating Real-World Time Series Data | Nov 16, 2021 | DecoderGenerative Adversarial Network | CodeCode Available | 1 |
| A similarity measurement for time series and its application to the stock market | Nov 15, 2021 | Dynamic Time WarpingTime Series | —Unverified | 0 |
| Learning Graph Neural Networks for Multivariate Time Series Anomaly Detection | Nov 15, 2021 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| Machine Learning for Genomic Data | Nov 15, 2021 | BIG-bench Machine LearningClustering | —Unverified | 0 |
| TimeVAE: A Variational Auto-Encoder for Multivariate Time Series Generation | Nov 15, 2021 | Synthetic Data GenerationTime Series | CodeCode Available | 1 |
| On Sparse High-Dimensional Graphical Model Learning For Dependent Time Series | Nov 15, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Intelligent Trading Systems: A Sentiment-Aware Reinforcement Learning Approach | Nov 14, 2021 | Algorithmic TradingGeneral Reinforcement Learning | CodeCode Available | 1 |
| Forecasting Crude Oil Price Using Event Extraction | Nov 14, 2021 | Event ExtractionSentiment Analysis | —Unverified | 0 |
| Decoding Causality by Fictitious VAR Modeling | Nov 14, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Nyström Regularization for Time Series Forecasting | Nov 13, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Evaluating Contrastive Learning on Wearable Timeseries for Downstream Clinical Outcomes | Nov 13, 2021 | Contrastive LearningData Augmentation | —Unverified | 0 |
| LoMEF: A Framework to Produce Local Explanations for Global Model Time Series Forecasts | Nov 13, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| GraSSNet: Graph Soft Sensing Neural Networks | Nov 12, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Soft Sensing Model Visualization: Fine-tuning Neural Network from What Model Learned | Nov 12, 2021 | Deep Learningmodel | —Unverified | 0 |
| Learning Quantile Functions without Quantile Crossing for Distribution-free Time Series Forecasting | Nov 12, 2021 | quantile regressionTime Series | —Unverified | 0 |
| A Time-Series Scale Mixture Model of EEG with a Hidden Markov Structure for Epileptic Seizure Detection | Nov 12, 2021 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Identifying On-road Scenarios Predictive of ADHD usingDriving Simulator Time Series Data | Nov 12, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Observation Error Covariance Specification in Dynamical Systems for Data assimilation using Recurrent Neural Networks | Nov 11, 2021 | Computational EfficiencyTime Series | —Unverified | 0 |
| Exploiting the Power of Levenberg-Marquardt Optimizer with Anomaly Detection in Time Series | Nov 11, 2021 | Anomaly DetectionChange Detection | —Unverified | 0 |
| Benefit-aware Early Prediction of Health Outcomes on Multivariate EEG Time Series | Nov 11, 2021 | Decision MakingEEG | —Unverified | 0 |
| Model-Based Reinforcement Learning via Stochastic Hybrid Models | Nov 11, 2021 | Imitation Learningmodel | —Unverified | 0 |
| Soft Sensing Transformer: Hundreds of Sensors are Worth a Single Word | Nov 10, 2021 | SentenceTime Series | CodeCode Available | 0 |
| American Hate Crime Trends Prediction with Event Extraction | Nov 9, 2021 | Event ExtractionHate Speech Detection | —Unverified | 0 |
| Learning from Multiple Time Series: A Deep Disentangled Approach to Diversified Time Series Forecasting | Nov 9, 2021 | DecoderQuantization | —Unverified | 0 |
| Deep diffusion-based forecasting of COVID-19 by incorporating network-level mobility information | Nov 9, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 0 |