| Low-Rank Temporal Attention-Augmented Bilinear Network for financial time-series forecasting | Jul 5, 2021 | PredictionTime Series | —Unverified | 0 |
| Detecting Faults during Automatic Screwdriving: A Dataset and Use Case of Anomaly Detection for Automatic Screwdriving | Jul 5, 2021 | Anomaly DetectionTime Series | —Unverified | 0 |
| Gradient Importance Learning for Incomplete Observations | Jul 5, 2021 | ImputationMissing Values | CodeCode Available | 0 |
| Randomized Neural Networks for Forecasting Time Series with Multiple Seasonality | Jul 4, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Hybrid Memoised Wake-Sleep: Approximate Inference at the Discrete-Continuous Interface | Jul 4, 2021 | Scene UnderstandingTime Series | —Unverified | 0 |
| A Data-Driven Method for Recognizing Automated Negotiation Strategies | Jul 3, 2021 | Feature EngineeringTime Series | —Unverified | 0 |
| Clustering of Time Series Data with Prior Geographical Information | Jul 3, 2021 | Anomaly DetectionClustering | —Unverified | 0 |
| Comparison of end-to-end neural network architectures and data augmentation methods for automatic infant motility assessment using wearable sensors | Jul 2, 2021 | Data AugmentationTime Series | —Unverified | 0 |
| Visual Time Series Forecasting: An Image-driven Approach | Jul 2, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| A Novel Deep Reinforcement Learning Based Stock Direction Prediction using Knowledge Graph and Community Aware Sentiments | Jul 2, 2021 | Deep Reinforcement LearningPrediction | —Unverified | 0 |
| Data-driven mapping between functional connectomes using optimal transport | Jul 2, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Explainable nonlinear modelling of multiple time series with invertible neural networks | Jul 1, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Modelling Neuronal Behaviour with Time Series Regression: Recurrent Neural Networks on C. Elegans Data | Jul 1, 2021 | Benchmarkingregression | —Unverified | 0 |
| Online learning of windmill time series using Long Short-term Cognitive Networks | Jul 1, 2021 | Anomaly DetectionScheduling | —Unverified | 0 |
| National-scale electricity peak load forecasting: Traditional, machine learning, or hybrid model? | Jun 30, 2021 | BIG-bench Machine LearningLoad Forecasting | —Unverified | 0 |
| MissFormer: (In-)attention-based handling of missing observations for trajectory filtering and prediction | Jun 30, 2021 | ObjectObject Tracking | —Unverified | 0 |
| Long Short-term Cognitive Networks | Jun 30, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning | Jun 29, 2021 | Self-Supervised LearningTime Series | CodeCode Available | 0 |
| Evolving-Graph Gaussian Processes | Jun 29, 2021 | Gaussian Processesregression | CodeCode Available | 0 |
| Attaining entropy production and dissipation maps from Brownian movies via neural networks | Jun 29, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| False Negative Reduction in Video Instance Segmentation using Uncertainty Estimates | Jun 28, 2021 | Depth EstimationInstance Segmentation | CodeCode Available | 0 |
| Improved Prediction and Network Estimation Using the Monotone Single Index Multi-variate Autoregressive Model | Jun 28, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| On a novel training algorithm for sequence-to-sequence predictive recurrent networks | Jun 27, 2021 | Machine Translationspeech-recognition | —Unverified | 0 |
| Functional Classwise Principal Component Analysis: A Novel Classification Framework | Jun 26, 2021 | ClassificationTime Series | —Unverified | 0 |
| The mbsts package: Multivariate Bayesian Structural Time Series Models in R | Jun 26, 2021 | feature selectionTime Series | —Unverified | 0 |