| Masked Multi-Step Multivariate Time Series Forecasting with Future Information | Sep 28, 2022 | Demand ForecastingMultivariate Time Series Forecasting | —Unverified | 0 |
| Experimental study of time series forecasting methods for groundwater level prediction | Sep 28, 2022 | ManagementTime Series | CodeCode Available | 0 |
| Towards Automatic Forecasting: Evaluation of Time-Series Forecasting Models for Chickenpox Cases Estimation in Hungary | Sep 28, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Active Transfer Prototypical Network: An Efficient Labeling Algorithm for Time-Series Data | Sep 28, 2022 | Active LearningFew-Shot Learning | —Unverified | 0 |
| Retrieval Based Time Series Forecasting | Sep 27, 2022 | ImputationRetrieval | —Unverified | 0 |
| DynImp: Dynamic Imputation for Wearable Sensing Data Through Sensory and Temporal Relatedness | Sep 26, 2022 | Activity RecognitionDenoising | —Unverified | 0 |
| Myopia prediction for adolescents via time-aware deep learning | Sep 26, 2022 | Deep LearningPrediction | —Unverified | 0 |
| A Deep Learning Approach to Analyzing Continuous-Time Systems | Sep 25, 2022 | Deep LearningTime Series | CodeCode Available | 1 |
| High-Resolution Satellite Imagery for Modeling the Impact of Aridification on Crop Production | Sep 25, 2022 | Earth ObservationTime Series | —Unverified | 0 |
| DeepVol: Volatility Forecasting from High-Frequency Data with Dilated Causal Convolutions | Sep 23, 2022 | Computational EfficiencyTime Series | —Unverified | 0 |
| Physics-Informed Graph Neural Network for Spatial-temporal Production Forecasting | Sep 23, 2022 | Graph Neural NetworkProduction Forecasting | —Unverified | 0 |
| Multivariate Wasserstein Functional Connectivity for Autism Screening | Sep 23, 2022 | Functional ConnectivityTime Series | —Unverified | 0 |
| A Robust and Explainable Data-Driven Anomaly Detection Approach For Power Electronics | Sep 23, 2022 | Anomaly DetectionTime Series | —Unverified | 0 |
| Time Series Causal Link Estimation under Hidden Confounding using Knockoff Interventions | Sep 23, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Optimal Stopping with Gaussian Processes | Sep 22, 2022 | Gaussian ProcessesTime Series | —Unverified | 0 |
| Deep learning based sferics recognition for AMT data processing in the dead band | Sep 22, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Multiscale Comparison of Nonparametric Trend Curves | Sep 22, 2022 | ClusteringTime Series | —Unverified | 0 |
| Combined Unbalanced Distribution System State and Line Impedance Matrix Estimation | Sep 22, 2022 | ManagementState Estimation | —Unverified | 0 |
| Robust Forecasting for Robotic Control: A Game-Theoretic Approach | Sep 22, 2022 | Self-Driving CarsTime Series | —Unverified | 0 |
| Anomaly Detection on Financial Time Series by Principal Component Analysis and Neural Networks | Sep 22, 2022 | Anomaly DetectionImputation | CodeCode Available | 0 |
| STING: Self-attention based Time-series Imputation Networks using GAN | Sep 22, 2022 | ImputationMissing Values | —Unverified | 0 |
| StyleTime: Style Transfer for Synthetic Time Series Generation | Sep 22, 2022 | Data AugmentationStyle Transfer | —Unverified | 0 |
| Contrastive Learning for Time Series on Dynamic Graphs | Sep 21, 2022 | Activity RecognitionAnomaly Detection | —Unverified | 0 |
| Review of Time Series Forecasting Methods and Their Applications to Particle Accelerators | Sep 21, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| DeepVARwT: Deep Learning for a VAR Model with Trend | Sep 21, 2022 | Deep LearningTime Series | CodeCode Available | 1 |
| MulBot: Unsupervised Bot Detection Based on Multivariate Time Series | Sep 21, 2022 | Binary ClassificationMulti-class Classification | —Unverified | 0 |
| Tab2vox: CNN-Based Multivariate Multilevel Demand Forecasting Framework by Tabular-To-Voxel Image Conversion | Sep 21, 2022 | Demand ForecastingNeural Architecture Search | —Unverified | 0 |
| PromptCast: A New Prompt-based Learning Paradigm for Time Series Forecasting | Sep 20, 2022 | Language ModellingRepresentation Learning | CodeCode Available | 1 |
| Estimation of Shade Losses in Unlabeled PV Data | Sep 20, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| The boosted HP filter is more general than you might think | Sep 20, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| An Attention Free Long Short-Term Memory for Time Series Forecasting | Sep 20, 2022 | PredictionTime Series | —Unverified | 0 |
| Dataset: Impact Events for Structural Health Monitoring of a Plastic Thin Plate | Sep 20, 2022 | Structural Health MonitoringTime Series | CodeCode Available | 1 |
| Probabilistic Dalek -- Emulator framework with probabilistic prediction for supernova tomography | Sep 20, 2022 | Active LearningCPU | —Unverified | 0 |
| Predicting Mutual Funds' Performance using Deep Learning and Ensemble Techniques | Sep 18, 2022 | Bayesian OptimizationDeep Learning | —Unverified | 0 |
| Deep Convolutional Architectures for Extrapolative Forecast in Time-dependent Flow Problems | Sep 18, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Koopman-theoretic Approach for Identification of Exogenous Anomalies in Nonstationary Time-series Data | Sep 18, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| A review of predictive uncertainty estimation with machine learning | Sep 17, 2022 | Additive modelsquantile regression | —Unverified | 0 |
| DynaConF: Dynamic Forecasting of Non-Stationary Time Series | Sep 17, 2022 | Deep LearningTime Series | CodeCode Available | 0 |
| De Bruijn goes Neural: Causality-Aware Graph Neural Networks for Time Series Data on Dynamic Graphs | Sep 17, 2022 | graph constructionGraph Neural Network | —Unverified | 0 |
| Dynamics-informed deconvolutional neural networks for super-resolution identification of regime changes in epidemiological time series | Sep 16, 2022 | Model SelectionSuper-Resolution | CodeCode Available | 0 |
| DBT-DMAE: An Effective Multivariate Time Series Pre-Train Model under Missing Data | Sep 16, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Multi-time Predictions of Wildfire Grid Map using Remote Sensing Local Data | Sep 15, 2022 | ManagementTime Series | —Unverified | 0 |
| Statistical Properties of the Entropy from Ordinal Patterns | Sep 15, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Neuro-symbolic Models for Interpretable Time Series Classification using Temporal Logic Description | Sep 15, 2022 | Interpretable Machine LearningTime Series | —Unverified | 0 |
| Understanding of the properties of neural network approaches for transient light curve approximations | Sep 15, 2022 | Gaussian ProcessesTime Series | CodeCode Available | 1 |
| Universal abundance fluctuations across microbial communities, tropical forests, and urban populations | Sep 15, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Out-of-Distribution Representation Learning for Time Series Classification | Sep 15, 2022 | Activity RecognitionClassification | —Unverified | 0 |
| FRANS: Automatic Feature Extraction for Time Series Forecasting | Sep 15, 2022 | Dimensionality ReductionMeta-Learning | —Unverified | 0 |
| Efficient learning of nonlinear prediction models with time-series privileged information | Sep 15, 2022 | PredictionRepresentation Learning | CodeCode Available | 0 |
| Information Theoretic Measures of Causal Influences during Transient Neural Events | Sep 15, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |