| Insights into LSTM Fully Convolutional Networks for Time Series Classification | Feb 27, 2019 | ClassificationGeneral Classification | CodeCode Available | 1 |
| Deep Adaptive Input Normalization for Time Series Forecasting | Feb 21, 2019 | Load ForecastingTime Series | CodeCode Available | 1 |
| Structural Recurrent Neural Network for Traffic Speed Prediction | Feb 18, 2019 | PredictionTime Series | CodeCode Available | 1 |
| catch22: CAnonical Time-series CHaracteristics | Jan 29, 2019 | ClassificationClustering | CodeCode Available | 1 |
| Transfer learning for time series classification | Nov 5, 2018 | ClassificationDynamic Time Warping | CodeCode Available | 1 |
| Gaussian Process Prior Variational Autoencoders | Oct 28, 2018 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Deconvolutional Time Series Regression: A Technique for Modeling Temporally Diffuse Effects | Oct 1, 2018 | regressionTime Series | CodeCode Available | 1 |
| Proximity Forest: An effective and scalable distance-based classifier for time series | Aug 31, 2018 | AttributeEarth Observation | CodeCode Available | 1 |
| Interpretable Time Series Classification using All-Subsequence Learning and Symbolic Representations in Time and Frequency Domains | Aug 12, 2018 | AllClassification | CodeCode Available | 1 |
| Differentiable Compositional Kernel Learning for Gaussian Processes | Jun 12, 2018 | Bayesian OptimizationGaussian Processes | CodeCode Available | 1 |
| EEG-GAN: Generative adversarial networks for electroencephalograhic (EEG) brain signals | Jun 5, 2018 | Data AugmentationEEG | CodeCode Available | 1 |
| Deep Mixed Effect Model using Gaussian Processes: A Personalized and Reliable Prediction for Healthcare | Jun 5, 2018 | Gaussian ProcessesTime Series | CodeCode Available | 1 |
| Real-time Air Pollution prediction model based on Spatiotemporal Big data | Apr 5, 2018 | Air Pollution PredictionPrediction | CodeCode Available | 1 |
| Jumping VaR: Order Statistics Volatility Estimator for Jumps Classification and Market Risk Modeling | Mar 22, 2018 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Probabilistic Recurrent State-Space Models | Jan 31, 2018 | Gaussian ProcessesState Space Models | CodeCode Available | 1 |
| Multivariate LSTM-FCNs for Time Series Classification | Jan 14, 2018 | Action RecognitionActivity Recognition | CodeCode Available | 1 |
| Learning Linear Dynamical Systems via Spectral Filtering | Nov 2, 2017 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| hctsa: A Computational Framework for Automated Time-Series Phenotyping Using Massive Feature Extraction | Nov 1, 2017 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting | Sep 14, 2017 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| LSTM Fully Convolutional Networks for Time Series Classification | Sep 8, 2017 | General ClassificationOutlier Detection | CodeCode Available | 1 |
| Deep and Confident Prediction for Time Series at Uber | Sep 6, 2017 | Anomaly DetectionPrediction | CodeCode Available | 1 |
| A deep learning architecture for temporal sleep stage classification using multivariate and multimodal time series | Jul 5, 2017 | ClassificationEEG | CodeCode Available | 1 |
| SchNet: A continuous-filter convolutional neural network for modeling quantum interactions | Jun 26, 2017 | Formation EnergyTime Series | CodeCode Available | 1 |
| Changing Fashion Cultures | Mar 23, 2017 | Cultural Vocal Bursts Intensity PredictionTime Series | CodeCode Available | 1 |
| Multitask learning and benchmarking with clinical time series data | Mar 22, 2017 | BenchmarkingBIG-bench Machine Learning | CodeCode Available | 1 |
