| STING: Self-attention based Time-series Imputation Networks using GAN | Sep 22, 2022 | ImputationMissing Values | —Unverified | 0 |
| Anomaly Detection on Financial Time Series by Principal Component Analysis and Neural Networks | Sep 22, 2022 | Anomaly DetectionImputation | CodeCode Available | 0 |
| Multiscale Comparison of Nonparametric Trend Curves | Sep 22, 2022 | ClusteringTime Series | —Unverified | 0 |
| StyleTime: Style Transfer for Synthetic Time Series Generation | Sep 22, 2022 | Data AugmentationStyle Transfer | —Unverified | 0 |
| Deep learning based sferics recognition for AMT data processing in the dead band | Sep 22, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Optimal Stopping with Gaussian Processes | Sep 22, 2022 | Gaussian ProcessesTime Series | —Unverified | 0 |
| Contrastive Learning for Time Series on Dynamic Graphs | Sep 21, 2022 | Activity RecognitionAnomaly Detection | —Unverified | 0 |
| MulBot: Unsupervised Bot Detection Based on Multivariate Time Series | Sep 21, 2022 | Binary ClassificationMulti-class Classification | —Unverified | 0 |
| Review of Time Series Forecasting Methods and Their Applications to Particle Accelerators | Sep 21, 2022 | Time SeriesTime Series Analysis | —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 |
| Probabilistic Dalek -- Emulator framework with probabilistic prediction for supernova tomography | Sep 20, 2022 | Active LearningCPU | —Unverified | 0 |
| The boosted HP filter is more general than you might think | Sep 20, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Estimation of Shade Losses in Unlabeled PV Data | 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 |
| Predicting Mutual Funds' Performance using Deep Learning and Ensemble Techniques | Sep 18, 2022 | Bayesian OptimizationDeep Learning | —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 |
| Deep Convolutional Architectures for Extrapolative Forecast in Time-dependent Flow Problems | Sep 18, 2022 | Time SeriesTime Series Analysis | —Unverified | 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 |
| 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 |
| Universal abundance fluctuations across microbial communities, tropical forests, and urban populations | Sep 15, 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 |
| 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 |
| 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 |
| Explainable AI for clinical and remote health applications: a survey on tabular and time series data | Sep 14, 2022 | Explainable Artificial Intelligence (XAI)Time Series | —Unverified | 0 |
| Time Series Prediction for Food sustainability | Sep 14, 2022 | PredictionTime Series | CodeCode Available | 0 |
| Bioeconomic analysis of harvesting within a predator-prey system: A case study in the Chesapeake Bay fisheries | Sep 14, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Data-Driven Machine Learning Models for a Multi-Objective Flapping Fin Unmanned Underwater Vehicle Control System | Sep 14, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Fast fitting of neural ordinary differential equations by Bayesian neural gradient matching to infer ecological interactions from time series data | Sep 13, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Self-supervised Sequential Information Bottleneck for Robust Exploration in Deep Reinforcement Learning | Sep 12, 2022 | Deep Reinforcement LearningEfficient Exploration | —Unverified | 0 |
| Uncovering Regions of Maximum Dissimilarity on Random Process Data | Sep 12, 2022 | Bayesian InferencePoint Processes | —Unverified | 0 |
| Fairness in Forecasting of Observations of Linear Dynamical Systems | Sep 12, 2022 | FairnessTime Series | CodeCode Available | 0 |
| A new hazard event classification model via deep learning and multifractal | Sep 12, 2022 | ClassificationDeep Learning | —Unverified | 0 |
| Learning domain-specific causal discovery from time series | Sep 12, 2022 | Causal DiscoveryMeta-Learning | —Unverified | 0 |
| BayesLDM: A Domain-Specific Language for Probabilistic Modeling of Longitudinal Data | Sep 12, 2022 | Bayesian InferenceTime Series | —Unverified | 0 |
| An Evaluation of Low Overhead Time Series Preprocessing Techniques for Downstream Machine Learning | Sep 12, 2022 | ClassificationTime Series | —Unverified | 0 |
| A topological analysis of cointegrated data: a Z24 Bridge case study | Sep 12, 2022 | Structural Health MonitoringTime Series | —Unverified | 0 |
| Modeling of Political Systems using Wasserstein Gradient Flows | Sep 12, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Testing the martingale difference hypothesis in high dimension | Sep 11, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Yes, DLGM! A novel hierarchical model for hazard classification | Sep 10, 2022 | ClassificationTime Series | —Unverified | 0 |
| Symbolic Knowledge Extraction from Opaque Predictors Applied to Cosmic-Ray Data Gathered with LISA Pathfinder | Sep 10, 2022 | PathfinderTime Series | —Unverified | 0 |
| A Comparative Study on Unsupervised Anomaly Detection for Time Series: Experiments and Analysis | Sep 10, 2022 | Anomaly DetectionDiversity | —Unverified | 0 |
| Deep Baseline Network for Time Series Modeling and Anomaly Detection | Sep 10, 2022 | Anomaly DetectionTime Series | —Unverified | 0 |
| Assessing Lower Limb Strength using Internet-of-Things Enabled Chair | Sep 8, 2022 | GPUTime Series | —Unverified | 0 |