| Recurrent Auto-Encoder With Multi-Resolution Ensemble and Predictive Coding for Multivariate Time-Series Anomaly Detection | Feb 21, 2022 | Anomaly DetectionDecoder | —Unverified | 0 |
| Integrated Fault Diagnosis and Control Design for DER Inverters using Machine Learning Methods | Feb 21, 2022 | BIG-bench Machine LearningFault Detection | —Unverified | 0 |
| Time Series Analysis of Blockchain-Based Cryptocurrency Price Changes | Feb 19, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Long Run Risk in Stationary Structural Vector Autoregressive Models | Feb 18, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Dynamic Relation Discovery and Utilization in Multi-Entity Time Series Forecasting | Feb 18, 2022 | Graph LearningGraph Neural Network | —Unverified | 0 |
| Simulating User-Level Twitter Activity with XGBoost and Probabilistic Hybrid Models | Feb 18, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Signal Decomposition Using Masked Proximal Operators | Feb 18, 2022 | Distributed OptimizationTime Series | CodeCode Available | 1 |
| "Back to the future" projections for COVID-19 surges | Feb 17, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Level set based particle filter driven by optical flow: an application to track the salt boundary from X-ray CT time-series | Feb 17, 2022 | Computed Tomography (CT)Optical Flow Estimation | —Unverified | 0 |
| Multi-Objective Model Selection for Time Series Forecasting | Feb 17, 2022 | Model SelectionTime Series | —Unverified | 0 |
| Ensemble Conformalized Quantile Regression for Probabilistic Time Series Forecasting | Feb 17, 2022 | Conformal PredictionPrediction Intervals | CodeCode Available | 1 |
| SAITS: Self-Attention-based Imputation for Time Series | Feb 17, 2022 | ImputationMissing Values | CodeCode Available | 0 |
| Multivariate Time Series Forecasting with Dynamic Graph Neural ODEs | Feb 17, 2022 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| Multi-View Fusion Transformer for Sensor-Based Human Activity Recognition | Feb 16, 2022 | Activity RecognitionHuman Activity Recognition | —Unverified | 0 |
| Graph-Augmented Normalizing Flows for Anomaly Detection of Multiple Time Series | Feb 16, 2022 | Anomaly DetectionDensity Estimation | CodeCode Available | 3 |
| Auxiliary Cross-Modal Representation Learning with Triplet Loss Functions for Online Handwriting Recognition | Feb 16, 2022 | ClassificationHandwriting Recognition | —Unverified | 0 |
| HDC-MiniROCKET: Explicit Time Encoding in Time Series Classification with Hyperdimensional Computing | Feb 16, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| TimeREISE: Time-series Randomized Evolving Input Sample Explanation | Feb 16, 2022 | ClassificationExplainable artificial intelligence | —Unverified | 0 |
| Domain Adaptation with Representation Learning and Nonlinear Relation for Time Series | Feb 15, 2022 | Activity RecognitionDomain Adaptation | CodeCode Available | 0 |
| Market-Based Price Autocorrelation | Feb 15, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| LIMREF: Local Interpretable Model Agnostic Rule-based Explanations for Forecasting, with an Application to Electricity Smart Meter Data | Feb 15, 2022 | counterfactualDecision Making | —Unverified | 0 |
| Adaptive Conformal Predictions for Time Series | Feb 15, 2022 | Conformal PredictionDecision Making | CodeCode Available | 1 |
| Deep Generative model with Hierarchical Latent Factors for Time Series Anomaly Detection | Feb 15, 2022 | Anomaly DetectionMissing Values | CodeCode Available | 1 |
| Transformers in Time Series: A Survey | Feb 15, 2022 | Anomaly DetectionSurvey | CodeCode Available | 4 |
| Statistical Inference for the Dynamic Time Warping Distance, with Application to Abnormal Time-Series Detection | Feb 14, 2022 | Decision MakingDynamic Time Warping | —Unverified | 0 |
| Simple Models and Biased Forecasts | Feb 14, 2022 | State Space ModelsTime Series | —Unverified | 0 |
| Recurrent Neural Networks for Dynamical Systems: Applications to Ordinary Differential Equations, Collective Motion, and Hydrological Modeling | Feb 14, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Sequential Monte Carlo With Model Tempering | Feb 14, 2022 | modelTime Series | —Unverified | 0 |
| Feature Construction and Selection for PV Solar Power Modeling | Feb 13, 2022 | BIG-bench Machine Learningfeature selection | —Unverified | 0 |
| Flowformer: Linearizing Transformers with Conservation Flows | Feb 13, 2022 | D4RLOffline RL | CodeCode Available | 2 |
| Mixture of Online and Offline Experts for Non-stationary Time Series | Feb 12, 2022 | Time SeriesTransfer Learning | CodeCode Available | 0 |
| Motion Correction and Volumetric Reconstruction for Fetal Functional Magnetic Resonance Imaging Data | Feb 11, 2022 | Functional ConnectivityL2 Regularization | CodeCode Available | 1 |
| Wind power ramp prediction algorithm based on wavelet deep belief network | Feb 11, 2022 | feature selectionPrediction | —Unverified | 0 |
| Fitting Sparse Markov Models to Categorical Time Series Using Regularization | Feb 11, 2022 | Model SelectionTime Series | —Unverified | 0 |
| Active Privacy-Utility Trade-off Against Inference in Time-Series Data Sharing | Feb 11, 2022 | Action DetectionActivity Detection | —Unverified | 0 |
| SleepPPG-Net: a deep learning algorithm for robust sleep staging from continuous photoplethysmography | Feb 11, 2022 | ManagementPhotoplethysmography (PPG) | —Unverified | 0 |
| Evaluation of post-hoc interpretability methods in time-series classification | Feb 11, 2022 | ClassificationTime Series | CodeCode Available | 1 |
| Hybridization of Capsule and LSTM Networks for unsupervised anomaly detection on multivariate data | Feb 11, 2022 | Anomaly DetectionChange Point Detection | —Unverified | 0 |
| Two-Stage Deep Anomaly Detection with Heterogeneous Time Series Data | Feb 10, 2022 | Anomaly DetectionTime Series | —Unverified | 0 |
| Case-based reasoning for rare events prediction on strategic sites | Feb 10, 2022 | Irregular Time SeriesPrediction | —Unverified | 0 |
| Learning Latent Causal Dynamics | Feb 10, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Spectral Propagation Graph Network for Few-shot Time Series Classification | Feb 8, 2022 | ClassificationTime Series | —Unverified | 0 |
| The Lifecycle of a Statistical Model: Model Failure Detection, Identification, and Refitting | Feb 8, 2022 | modelTime Series | —Unverified | 0 |
| Unsupervised Time-Series Representation Learning with Iterative Bilinear Temporal-Spectral Fusion | Feb 8, 2022 | Anomaly DetectionContrastive Learning | —Unverified | 0 |
| Contrastive predictive coding for Anomaly Detection in Multi-variate Time Series Data | Feb 8, 2022 | Anomaly DetectionTime Series | —Unverified | 0 |
| Time to Focus: A Comprehensive Benchmark Using Time Series Attribution Methods | Feb 8, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Detecting Anomalies within Time Series using Local Neural Transformations | Feb 8, 2022 | Anomaly DetectionEpidemiology | CodeCode Available | 1 |
| KENN: Enhancing Deep Neural Networks by Leveraging Knowledge for Time Series Forecasting | Feb 8, 2022 | Anomaly DetectionTime Series | —Unverified | 0 |
| Time Series Anomaly Detection by Cumulative Radon Features | Feb 8, 2022 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| HERMES: Hybrid Error-corrector Model with inclusion of External Signals for nonstationary fashion time series | Feb 7, 2022 | Causal InferenceTime Series | CodeCode Available | 0 |