| Comparison of Uncertainty Quantification with Deep Learning in Time Series Regression | Nov 11, 2022 | regressionTime Series | —Unverified | 0 |
| Efficient Integration of Multi-Order Dynamics and Internal Dynamics in Stock Movement Prediction | Nov 11, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Spatial Temporal Graph Convolution with Graph Structure Self-learning for Early MCI Detection | Nov 11, 2022 | Self-LearningTime Series | —Unverified | 0 |
| Does Deep Learning REALLY Outperform Non-deep Machine Learning for Clinical Prediction on Physiological Time Series? | Nov 11, 2022 | Deep LearningPrognosis | —Unverified | 0 |
| Investigating Enhancements to Contrastive Predictive Coding for Human Activity Recognition | Nov 11, 2022 | Activity RecognitionHuman Activity Recognition | CodeCode Available | 0 |
| A Graph Neural Networks based Framework for Topology-Aware Proactive SLA Management in a Latency Critical NFV Application Use-case | Nov 10, 2022 | Deep Reinforcement LearningManagement | —Unverified | 0 |
| Driver Maneuver Detection and Analysis using Time Series Segmentation and Classification | Nov 10, 2022 | SegmentationTime Series | —Unverified | 0 |
| Variance of entropy for testing time-varying regimes with an application to meme stocks | Nov 10, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Detecting Elevated Air Pollution Levels by Monitoring Web Search Queries: Deep Learning-Based Time Series Forecasting | Nov 9, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Bayesian Neural Networks for Macroeconomic Analysis | Nov 9, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Active queue management: First steps toward a new control-theoretic viewpoint | Nov 9, 2022 | ManagementTime Series | —Unverified | 0 |
| Deep Learning for Time Series Anomaly Detection: A Survey | Nov 9, 2022 | Anomaly DetectionDeep Learning | CodeCode Available | 1 |
| Quantum Persistent Homology for Time Series | Nov 8, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| TimeKit: A Time-series Forecasting-based Upgrade Kit for Collaborative Filtering | Nov 8, 2022 | Collaborative FilteringRecommendation Systems | —Unverified | 0 |
| Dynamic Interpretable Change Point Detection | Nov 8, 2022 | Change Point DetectionDecision Making | —Unverified | 0 |
| Motif-guided Time Series Counterfactual Explanations | Nov 8, 2022 | counterfactualCounterfactual Explanation | —Unverified | 0 |
| FIXED: Frustratingly Easy Domain Generalization with Mixup | Nov 7, 2022 | Domain Generalizationimage-classification | —Unverified | 0 |
| Latent Neural ODE for Integrating Multi-timescale measurements in Smart Distribution Grids | Nov 7, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Minimax Concave Penalty Regularized Adaptive System Identification | Nov 7, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Automatic Change-Point Detection in Time Series via Deep Learning | Nov 7, 2022 | Change Point DetectionDeep Learning | CodeCode Available | 1 |
| Discovering ordinary differential equations that govern time-series | Nov 5, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| A Comprehensive Survey of Regression Based Loss Functions for Time Series Forecasting | Nov 5, 2022 | Anomaly Detectionregression | CodeCode Available | 1 |
| Deep learning for structural health monitoring: An application to heritage structures | Nov 4, 2022 | Anomaly DetectionStructural Health Monitoring | —Unverified | 0 |
| Modeling Temporal Data as Continuous Functions with Stochastic Process Diffusion | Nov 4, 2022 | DenoisingImputation | —Unverified | 0 |
| Collaborative Multiobjective Evolutionary Algorithms in search of better Pareto Fronts. An application to trading systems | Nov 4, 2022 | Evolutionary AlgorithmsTime Series | —Unverified | 0 |
| Topological biomarkers for real-time detection of epileptic seizures | Nov 4, 2022 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Time series quantile regression using random forests | Nov 4, 2022 | quantile regressionregression | —Unverified | 0 |
| Boosted p-Values for High-Dimensional Vector Autoregression | Nov 4, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| MUSTACHE: Multi-Step-Ahead Predictions for Cache Eviction | Nov 3, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| On Estimation and Inference of Large Approximate Dynamic Factor Models via the Principal Component Analysis | Nov 3, 2022 | regressionTime Series | —Unverified | 0 |
| Embed and Emulate: Learning to estimate parameters of dynamical systems with uncertainty quantification | Nov 3, 2022 | Contrastive Learningparameter estimation | CodeCode Available | 0 |
| Demo: LE3D: A Privacy-preserving Lightweight Data Drift Detection Framework | Nov 3, 2022 | Drift DetectionPrivacy Preserving | —Unverified | 0 |
| Robust Time Series Chain Discovery with Incremental Nearest Neighbors | Nov 3, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Geodesic Sinkhorn for Fast and Accurate Optimal Transport on Manifolds | Nov 2, 2022 | Dimensionality ReductionTime Series | —Unverified | 0 |
| Physics-inspired machine learning for power grid frequency modelling | Nov 2, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Evaluating Impact of Social Media Posts by Executives on Stock Prices | Nov 1, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Infinite-Dimensional Adaptive Boundary Observer for Inner-Domain Temperature Estimation of 3D Electrosurgical Processes using Surface Thermography Sensing | Nov 1, 2022 | parameter estimationTime Series | —Unverified | 0 |
| Learning Task-Aware Effective Brain Connectivity for fMRI Analysis with Graph Neural Networks | Nov 1, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Recurrent Neural Networks and Universal Approximation of Bayesian Filters | Nov 1, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| A novel approach to quantify volatility prediction | Nov 1, 2022 | PredictionTime Series | —Unverified | 0 |
| HFN: Heterogeneous Feature Network for Multivariate Time Series Anomaly Detection | Nov 1, 2022 | Anomaly DetectionGraph structure learning | —Unverified | 0 |
| How Features Benefit: Parallel Series Embedding for Multivariate Time Series Forecasting with Transformer | Oct 31, 2022 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 0 |
| Spatial-Temporal Synchronous Graph Transformer network (STSGT) for COVID-19 forecasting | Oct 31, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Ensemble transport smoothing. Part I: Unified framework | Oct 31, 2022 | Bayesian InferenceComputational Efficiency | CodeCode Available | 0 |
| Variational Inference Aided Estimation of Time Varying Channels | Oct 31, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Denoising neural networks for magnetic resonance spectroscopy | Oct 31, 2022 | Deep LearningDenoising | —Unverified | 0 |
| MambaNet: A Hybrid Neural Network for Predicting the NBA Playoffs | Oct 31, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Probabilistic Decomposition Transformer for Time Series Forecasting | Oct 31, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Diffusion models for missing value imputation in tabular data | Oct 31, 2022 | ImputationMissing Values | CodeCode Available | 1 |
| Uncertainty-DTW for Time Series and Sequences | Oct 30, 2022 | Action RecognitionDynamic Time Warping | CodeCode Available | 0 |