| Recurrent Neural Networks for Time Series Forecasting | Jan 1, 2019 | Feature EngineeringTime Series | —Unverified | 0 |
| Estimating information in time-varying signals | Dec 31, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Comparison between DeepESNs and gated RNNs on multivariate time-series prediction | Dec 30, 2018 | PredictionTime Series | —Unverified | 0 |
| A General Deep Learning Framework for Network Reconstruction and Dynamics Learning | Dec 30, 2018 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Improving forecasting accuracy of time series data using a new ARIMA-ANN hybrid method and empirical mode decomposition | Dec 30, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Forecasting Cardiology Admissions from Catheterization Laboratory | Dec 28, 2018 | ManagementTime Series | —Unverified | 0 |
| Using an Ancillary Neural Network to Capture Weekends and Holidays in an Adjoint Neural Network Architecture for Intelligent Building Management | Dec 26, 2018 | ManagementPrediction | —Unverified | 0 |
| Conditional heteroskedasticity in crypto-asset returns | Dec 24, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Detecting British Columbia Coastal Rainfall Patterns by Clustering Gaussian Processes | Dec 23, 2018 | ClusteringGaussian Processes | —Unverified | 0 |
| Random selection of factors preserves the correlation structure in a linear factor model to a high degree | Dec 22, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Image Embedding of PMU Data for Deep Learning towards Transient Disturbance Classification | Dec 22, 2018 | ClassificationGeneral Classification | —Unverified | 0 |
| Feedforward Neural Network for Time Series Anomaly Detection | Dec 20, 2018 | Anomaly DetectionCPU | —Unverified | 0 |
| NeuralWarp: Time-Series Similarity with Warping Networks | Dec 20, 2018 | SentenceSentence Similarity | CodeCode Available | 0 |
| DeepAnT: A Deep Learning Approach for Unsupervised Anomaly Detection in Time Series | Dec 19, 2018 | Anomaly DetectionTime Series | CodeCode Available | 0 |
| Video Trajectory Classification and Anomaly Detection Using Hybrid CNN-VAE | Dec 18, 2018 | Anomaly DetectionClassification | CodeCode Available | 0 |
| A Comparison of LSTMs and Attention Mechanisms for Forecasting Financial Time Series | Dec 18, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Deep Gated Recurrent and Convolutional Network Hybrid Model for Univariate Time Series Classification | Dec 18, 2018 | ClassificationGeneral Classification | CodeCode Available | 0 |
| Unsupervised Anomaly Detection in Energy Time Series Data Using Variational Recurrent Autoencoders with Attention | Dec 17, 2018 | Anomaly DetectionDeep Attention | —Unverified | 0 |
| Using Detailed Access Trajectories for Learning Behavior Analysis | Dec 14, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Sequence Prediction using Spectral RNNs | Dec 13, 2018 | PredictionTime Series | CodeCode Available | 0 |
| Combining Sentinel-1 and Sentinel-2 Time Series via RNN for object-based land cover classification | Dec 13, 2018 | General ClassificationLand Cover Classification | —Unverified | 0 |
| Impact of Data Normalization on Deep Neural Network for Time Series Forecasting | Dec 13, 2018 | image-classificationImage Classification | —Unverified | 0 |
| Deep Air Quality Forecasting Using Hybrid Deep Learning Framework | Dec 12, 2018 | Deep LearningManagement | —Unverified | 0 |
| Closed-form Inference and Prediction in Gaussian Process State-Space Models | Dec 10, 2018 | FormState Space Models | —Unverified | 0 |
| Applying Nature-Inspired Optimization Algorithms for Selecting Important Timestamps to Reduce Time Series Dimensionality | Dec 9, 2018 | ClusteringTime Series | —Unverified | 0 |
| Bitcoin Forecasting Using ARIMA and PROPHET | Dec 9, 2018 | feature selectionModel Selection | —Unverified | 0 |
| seq2graph: Discovering Dynamic Dependencies from Multivariate Time Series with Multi-level Attention | Dec 7, 2018 | ClusteringManagement | —Unverified | 0 |
| Fast Training Algorithms for Deep Convolutional Fuzzy Systems with Application to Stock Index Prediction | Dec 7, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Time Series Featurization via Topological Data Analysis | Dec 7, 2018 | Dimensionality ReductionFeature Engineering | —Unverified | 0 |
| A novel health risk model based on intraday physical activity time series collected by smartphones | Dec 6, 2018 | Domain AdaptationTime Series | —Unverified | 0 |
| Anomaly detection with Wasserstein GAN | Dec 6, 2018 | Anomaly DetectionTime Series | —Unverified | 0 |
| Time-Discounting Convolution for Event Sequences with Ambiguous Timestamps | Dec 6, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 |
| RobustSTL: A Robust Seasonal-Trend Decomposition Algorithm for Long Time Series | Dec 5, 2018 | Anomaly DetectionTime Series | CodeCode Available | 0 |
| Estimation of multivariate asymmetric power GARCH models | Dec 5, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Learning Individualized Cardiovascular Responses from Large-scale Wearable Sensors Data | Dec 4, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Examining Deep Learning Architectures for Crime Classification and Prediction | Dec 3, 2018 | ClassificationCrime Prediction | —Unverified | 0 |
| Predicting Blood Pressure Response to Fluid Bolus Therapy Using Attention-Based Neural Networks for Clinical Interpretability | Dec 3, 2018 | regressionTime Series | —Unverified | 0 |
| Modeling Treatment Delays for Patients using Feature Label Pairs in a Time Series | Dec 3, 2018 | MarketingTime Series | —Unverified | 0 |
| Modeling Irregularly Sampled Clinical Time Series | Dec 3, 2018 | Deep LearningLength-of-Stay prediction | CodeCode Available | 0 |
| Large Spectral Density Matrix Estimation by Thresholding | Dec 3, 2018 | Functional ConnectivityTime Series | —Unverified | 0 |
| Imputation of Clinical Covariates in Time Series | Dec 2, 2018 | ImputationTime Series | —Unverified | 0 |
| Improving Clinical Predictions through Unsupervised Time Series Representation Learning | Dec 2, 2018 | Decision MakingRepresentation Learning | —Unverified | 0 |
| Extracting Relationships by Multi-Domain Matching | Dec 1, 2018 | Domain AdaptationTime Series | CodeCode Available | 0 |
| Multivariate Time Series Imputation with Generative Adversarial Networks | Dec 1, 2018 | Image GenerationImputation | —Unverified | 0 |
| Deep State Space Models for Time Series Forecasting | Dec 1, 2018 | Deep LearningProbabilistic Time Series Forecasting | —Unverified | 0 |
| Learning filter widths of spectral decompositions with wavelets | Dec 1, 2018 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Learning a Warping Distance from Unlabeled Time Series Using Sequence Autoencoders | Dec 1, 2018 | Dynamic Time WarpingTime Series | —Unverified | 0 |
| Data-driven Air Quality Characterisation for Urban Environments: a Case Study | Dec 1, 2018 | BIG-bench Machine LearningMissing Labels | —Unverified | 0 |
| Anomaly Detection Models for IoT Time Series Data | Nov 30, 2018 | Anomaly DetectionTime Series | —Unverified | 0 |
| Deep Multimodal Learning: An Effective Method for Video Classification | Nov 30, 2018 | ClassificationGeneral Classification | —Unverified | 0 |