| SwinUNet3D -- A Hierarchical Architecture for Deep Traffic Prediction using Shifted Window Transformers | Jan 17, 2022 | DecoderManagement | CodeCode Available | 1 |
| Improving the quality control of seismic data through active learning | Jan 17, 2022 | Active LearningDenoising | —Unverified | 0 |
| Forecasting COVID-19 Caseloads Using Unsupervised Embedding Clusters of Social Media Posts | Jan 16, 2022 | SentenceTime Series | —Unverified | 0 |
| Fractional SDE-Net: Generation of Time Series Data with Long-term Memory | Jan 16, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Time Series Generation with Masked Autoencoder | Jan 14, 2022 | Data AugmentationDecoder | CodeCode Available | 1 |
| Imputing Missing Observations with Time Sliced Synthetic Minority Oversampling Technique | Jan 14, 2022 | DecoderImputation | —Unverified | 0 |
| Monitoring the Economy in Real Time: Trends and Gaps in Real Activity and Prices | Jan 14, 2022 | Time Series | —Unverified | 0 |
| Multi-head Temporal Attention-Augmented Bilinear Network for Financial time series prediction | Jan 14, 2022 | Financial AnalysisTime Series | —Unverified | 0 |
| An efficient aggregation method for the symbolic representation of temporal data | Jan 14, 2022 | Dimensionality ReductionInformation Retrieval | CodeCode Available | 1 |
| IDEA: Interpretable Dynamic Ensemble Architecture for Time Series Prediction | Jan 14, 2022 | PredictionTime Series | —Unverified | 0 |
| Recursive Least Squares Policy Control with Echo State Network | Jan 13, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Privacy Amplification by Subsampling in Time Domain | Jan 13, 2022 | SensitivityTime Series | —Unverified | 0 |
| Forecast-based Multi-aspect Framework for Multivariate Time-series Anomaly Detection | Jan 13, 2022 | Anomaly DetectionTime Series | —Unverified | 0 |
| Multi-Scale Adaptive Graph Neural Network for Multivariate Time Series Forecasting | Jan 13, 2022 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| Data augmentation through multivariate scenario forecasting in Data Centers using Generative Adversarial Networks | Jan 12, 2022 | Data AugmentationTime Series | CodeCode Available | 0 |
| Generative time series models using Neural ODE in Variational Autoencoders | Jan 12, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Time-varying Identification of Guided Wave Propagation under Varying Temperature via Non-Stationary Time Series Models | Jan 12, 2022 | Structural Health MonitoringTAR | —Unverified | 0 |
| Cognitive forces shape the dynamics of word usage across multiple languages | Jan 12, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Intra-domain and cross-domain transfer learning for time series data -- How transferable are the features? | Jan 12, 2022 | BIG-bench Machine LearningTime Series | —Unverified | 0 |
| An Interval-Valued Time Series Forecasting Scheme With Probability Distribution Features for Electric Power Generation Prediction | Jan 11, 2022 | Descriptiveregression | —Unverified | 0 |
| Seizure prediction with long-term iEEG recordings: What can we learn from data nonstationarity? | Jan 11, 2022 | PredictionSeizure prediction | —Unverified | 0 |
| DANNTe: a case study of a turbo-machinery sensor virtualization under domain shift | Jan 11, 2022 | Domain Adaptationregression | —Unverified | 0 |
| Winning solutions and post-challenge analyses of the ChaLearn AutoDL challenge 2019 | Jan 11, 2022 | AutoMLManagement | —Unverified | 0 |
| Application of Common Spatial Patterns in Gravitational Waves Detection | Jan 11, 2022 | Brain Computer InterfaceEEG | —Unverified | 0 |
| A machine learning search for optimal GARCH parameters | Jan 10, 2022 | BIG-bench Machine LearningTime Series | —Unverified | 0 |