| Multi-Source Deep Domain Adaptation with Weak Supervision for Time-Series Sensor Data | May 22, 2020 | Domain AdaptationTime Series | CodeCode Available | 1 |
| Neural Controlled Differential Equations for Irregular Time Series | May 18, 2020 | Irregular Time SeriesTime Series | CodeCode Available | 1 |
| Forecasting with sktime: Designing sktime's New Forecasting API and Applying It to Replicate and Extend the M4 Study | May 16, 2020 | BIG-bench Machine LearningTime Series | CodeCode Available | 1 |
| DEFM: Delay E mbedding based Forecast Machine for Time Series Forecasting by Spatiotemporal Information Transformation | May 16, 2020 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Classification of Arrhythmia by Using Deep Learning with 2-D ECG Spectral Image Representation | May 14, 2020 | General ClassificationSpecificity | CodeCode Available | 1 |
| AtsPy: Automated Time Series Forecasting in Python | May 14, 2020 | SurveyTime Series | CodeCode Available | 1 |
| XEM: An Explainable-by-Design Ensemble Method for Multivariate Time Series Classification | May 7, 2020 | BIG-bench Machine LearningGeneral Classification | CodeCode Available | 1 |
| Deep Recurrent Model for Individualized Prediction of Alzheimer's Disease Progression | May 6, 2020 | ImputationMissing Values | CodeCode Available | 1 |
| Multivariate Time Series Forecasting with Transfer Entropy Graph | May 3, 2020 | Causal InferenceDecision Making | CodeCode Available | 1 |
| Deep ConvLSTM with self-attention for human activity decoding using wearables | May 2, 2020 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| SleepPoseNet: Multi-View Learning for Sleep Postural Transition Recognition Using UWB | May 2, 2020 | Activity RecognitionData Augmentation | CodeCode Available | 1 |
| On time series representations for multi-label NILM | May 2, 2020 | Dimensionality ReductionNon-Intrusive Load Monitoring | CodeCode Available | 1 |
| Forecasting in Non-stationary Environments with Fuzzy Time Series | Apr 27, 2020 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Correlation-aware Unsupervised Change-point Detection via Graph Neural Networks | Apr 24, 2020 | Change Point DetectionDecoder | CodeCode Available | 1 |
| How to find a unicorn: a novel model-free, unsupervised anomaly detection method for time series | Apr 23, 2020 | Anomaly DetectionRespiratory Failure | CodeCode Available | 1 |
| Time Series Data Augmentation for Neural Networks by Time Warping with a Discriminative Teacher | Apr 19, 2020 | Data AugmentationDynamic Time Warping | CodeCode Available | 1 |
| k-Nearest Neighbour Classifiers: 2nd Edition (with Python examples) | Apr 9, 2020 | ClassificationGeneral Classification | CodeCode Available | 1 |
| Anomaly Detection for Time Series Using VAE-LSTM Hybrid Model | Apr 9, 2020 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| Disentangled Sticky Hierarchical Dirichlet Process Hidden Markov Model | Apr 6, 2020 | modelTime Series | CodeCode Available | 1 |
| From Fourier to Koopman: Spectral Methods for Long-term Time Series Prediction | Apr 1, 2020 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| A Spatio-Temporal Spot-Forecasting Framework for Urban Traffic Prediction | Mar 31, 2020 | Spatio-Temporal ForecastingTime Series | CodeCode Available | 1 |
| FastDTW is approximate and Generally Slower than the Algorithm it Approximates | Mar 25, 2020 | Anomaly DetectionClustering | CodeCode Available | 1 |
| Spatio-Temporal Graph Convolution for Resting-State fMRI Analysis | Mar 24, 2020 | Functional ConnectivityTime Series | CodeCode Available | 1 |
| Construe: a software solution for the explanation-based interpretation of time series | Mar 17, 2020 | Atrial Fibrillation DetectionHeartbeat Classification | CodeCode Available | 1 |
| Human Activity Recognition from Wearable Sensor Data Using Self-Attention | Mar 17, 2020 | Activity RecognitionHuman Activity Recognition | CodeCode Available | 1 |
