| Deep Cellular Recurrent Network for Efficient Analysis of Time-Series Data with Spatial Information | Jan 12, 2021 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Full-Information Estimation of Heterogeneous Agent Models Using Macro and Micro Data | Jan 12, 2021 | Bayesian InferenceTime Series | CodeCode Available | 1 |
| Hierarchical Clustering using Auto-encoded Compact Representation for Time-series Analysis | Jan 11, 2021 | ClusteringTime Series | —Unverified | 0 |
| General Hannan and Quinn Criterion for Common Time Series | Jan 11, 2021 | Model SelectionTime Series | —Unverified | 0 |
| Condition Assessment of Stay Cables through Enhanced Time Series Classification Using a Deep Learning Approach | Jan 11, 2021 | Feature EngineeringTime Series | CodeCode Available | 0 |
| Challenges and approaches to time-series forecasting in data center telemetry: A Survey | Jan 11, 2021 | ManagementTime Series | —Unverified | 0 |
| Time-Series Regeneration with Convolutional Recurrent Generative Adversarial Network for Remaining Useful Life Estimation | Jan 11, 2021 | Generative Adversarial NetworkTime Series | —Unverified | 0 |
| Predicting Patient Outcomes with Graph Representation Learning | Jan 11, 2021 | Graph Representation LearningLength-of-Stay prediction | CodeCode Available | 1 |
| Deep Neural Networks to Recover Unknown Physical Parameters from Oscillating Time Series | Jan 11, 2021 | Denoisingregression | —Unverified | 0 |
| Data Normalization for Bilinear Structures in High-Frequency Financial Time-series | Jan 10, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Bootstrapping Non-Stationary Stochastic Volatility | Jan 10, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Large-scale Augmented Granger Causality (lsAGC) for Connectivity Analysis in Complex Systems: From Computer Simulations to Functional MRI (fMRI) | Jan 10, 2021 | Dimensionality ReductionTime Series | —Unverified | 0 |
| Machine learning based automated identification of thunderstorms from anemometric records using shapelet transform | Jan 10, 2021 | BIG-bench Machine LearningEvent Detection | —Unverified | 0 |
| FlashP: An Analytical Pipeline for Real-time Forecasting of Time-Series Relational Data | Jan 9, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| NVAE-GAN Based Approach for Unsupervised Time Series Anomaly Detection | Jan 8, 2021 | Anomaly DetectionTime Series | —Unverified | 0 |
| The data synergy effects of time-series deep learning models in hydrology | Jan 6, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Do We Really Need Deep Learning Models for Time Series Forecasting? | Jan 6, 2021 | Deep Learningregression | CodeCode Available | 1 |
| Demand Forecasting for Platelet Usage: from Univariate Time Series to Multivariate Models | Jan 6, 2021 | Demand ForecastingManagement | —Unverified | 0 |
| Large-Scale Extended Granger Causality for Classification of Marijuana Users From Functional MRI | Jan 6, 2021 | Dimensionality Reductionfeature selection | —Unverified | 0 |
| A Trainable Reconciliation Method for Hierarchical Time-Series | Jan 5, 2021 | DecoderDemand Forecasting | —Unverified | 0 |
| Data-Driven Copy-Paste Imputation for Energy Time Series | Jan 5, 2021 | Fault DetectionImputation | CodeCode Available | 0 |
| Prior Knowledge Input to Improve LSTM Auto-encoder-based Characterization of Vehicular Sensing Data | Jan 4, 2021 | Autonomous DrivingDenoising | —Unverified | 0 |
| Parkinson's Disease Diagnosis Using Deep Learning | Jan 3, 2021 | Deep LearningTime Series | —Unverified | 0 |
| A Novel Multi-Stage Training Approach for Human Activity Recognition from Multimodal Wearable Sensor Data Using Deep Neural Network | Jan 3, 2021 | Activity RecognitionHuman Activity Recognition | —Unverified | 0 |
| Dynamics, behaviours, and anomaly persistence in cryptocurrencies and equities surrounding COVID-19 | Jan 3, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Interpretable Multivariate Time Series Forecasting with Temporal Attention Convolutional Neural Networks | Jan 1, 2021 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| TempNet: Online Semantic Segmentation on Large-Scale Point Cloud Series | Jan 1, 2021 | Autonomous DrivingPoint Cloud Segmentation | —Unverified | 0 |
| Attention Is Not Enough: Mitigating the Distribution Discrepancy in Asynchronous Multimodal Sequence Fusion | Jan 1, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| "Hey, that's not an ODE'": Faster ODE Adjoints with 12 Lines of Code | Jan 1, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Graph Edit Networks | Jan 1, 2021 | AttributeGraph Generation | CodeCode Available | 0 |
| GenAD: General Representations of Multivariate Time Series for Anomaly Detection | Jan 1, 2021 | Anomaly DetectionManagement | —Unverified | 0 |
| Using Synthetic Data to Improve the Long-range Forecasting of Time Series Data | Jan 1, 2021 | ClusteringTime Series | —Unverified | 0 |
| CLARE-GAN: GENERATION OF CLASS-SPECIFIC TIME SERIES | Jan 1, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Anomaly detection and regime searching in fitness-tracker data | Jan 1, 2021 | Activity RecognitionAnomaly Detection | —Unverified | 0 |
| MODALS: Modality-agnostic Automated Data Augmentation in the Latent Space | Jan 1, 2021 | Data AugmentationTime Series | CodeCode Available | 1 |
| Recurrent Neural Network Architecture based on Dynamic Systems Theory for Data Driven Modelling of Complex Physical Systems | Jan 1, 2021 | Data AugmentationTime Series | —Unverified | 0 |
| A Multi-Modal and Multitask Benchmark in the Clinical Domain | Jan 1, 2021 | BIG-bench Machine LearningDecompensation | —Unverified | 0 |
| Generative Time-series Modeling with Fourier Flows | Jan 1, 2021 | PrognosisTime Series | —Unverified | 0 |
| Time Series Counterfactual Inference with Hidden Confounders | Jan 1, 2021 | counterfactualCounterfactual Inference | —Unverified | 0 |
| Anomaly detection in dynamical systems from measured time series | Jan 1, 2021 | Anomaly DetectionBenchmarking | —Unverified | 0 |
| Latent Space Semi-Supervised Time Series Data Clustering | Jan 1, 2021 | ClusteringTime Series | —Unverified | 0 |
| Latent Convergent Cross Mapping | Jan 1, 2021 | Causal InferenceTime Series | —Unverified | 0 |
| Jumpy Recurrent Neural Networks | Jan 1, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Symmetry-Augmented Representation for Time Series | Jan 1, 2021 | ManagementTime Series | —Unverified | 0 |
| Sparsifying Networks via Subdifferential Inclusion | Jan 1, 2021 | image-classificationImage Classification | —Unverified | 0 |
| An Euler-based GAN for time series | Jan 1, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Transitional Dynamics of the Saving Rate and Economic Growth | Dec 31, 2020 | Time SeriesTime Series Analysis | —Unverified | 0 |
| How to Identify Investor's types in real financial markets by means of agent based simulation | Dec 31, 2020 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Indirect Measurement of Hepatic Drug Clearance by Fitting Dynamical Models | Dec 31, 2020 | CPUTime Series | —Unverified | 0 |
| Ensembles of Localised Models for Time Series Forecasting | Dec 30, 2020 | ClusteringTime Series | CodeCode Available | 1 |