| Gaussian processes based data augmentation and expected signature for time series classification | Oct 16, 2023 | Data AugmentationGaussian Processes | —Unverified | 0 |
| A Machine Learning-based Algorithm for Automated Detection of Frequency-based Events in Recorded Time Series of Sensor Data | Oct 16, 2023 | Event Detectionobject-detection | —Unverified | 0 |
| Neural Tangent Kernels Motivate Graph Neural Networks with Cross-Covariance Graphs | Oct 16, 2023 | Time SeriesTime Series Prediction | —Unverified | 0 |
| Large Models for Time Series and Spatio-Temporal Data: A Survey and Outlook | Oct 16, 2023 | Time SeriesTime Series Analysis | CodeCode Available | 4 |
| Few-Shot Learning Patterns in Financial Time-Series for Trend-Following Strategies | Oct 16, 2023 | Few-Shot LearningTime Series | CodeCode Available | 2 |
| Data Augmentation for Time-Series Classification: An Extensive Empirical Study and Comprehensive Survey | Oct 16, 2023 | ArticlesClassification | —Unverified | 0 |
| UniTime: A Language-Empowered Unified Model for Cross-Domain Time Series Forecasting | Oct 15, 2023 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| A decoder-only foundation model for time-series forecasting | Oct 14, 2023 | DecoderTime Series | CodeCode Available | 6 |
| ARM: Refining Multivariate Forecasting with Adaptive Temporal-Contextual Learning | Oct 14, 2023 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| OBSUM: An object-based spatial unmixing model for spatiotemporal fusion of remote sensing images | Oct 14, 2023 | ObjectTime Series | CodeCode Available | 1 |
| Comparison between Conventional Load Flow, QSTS Simulation, and Dynamic Simulation to Assess the Operation of Step Voltage Regulators in Active Distribution Networks | Oct 13, 2023 | Time Series | —Unverified | 0 |
| Effects of cavity nonlinearities and linear losses on silicon microring-based reservoir computing | Oct 13, 2023 | PredictionTime Series | —Unverified | 0 |
| Semi-Supervised End-To-End Contrastive Learning For Time Series Classification | Oct 13, 2023 | ClassificationContrastive Learning | —Unverified | 0 |
| A novel decomposed-ensemble time series forecasting framework: capturing underlying volatility information | Oct 13, 2023 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Measuring the Stability of Process Outcome Predictions in Online Settings | Oct 13, 2023 | Decision MakingPredictive Process Monitoring | CodeCode Available | 0 |
| DDMT: Denoising Diffusion Mask Transformer Models for Multivariate Time Series Anomaly Detection | Oct 13, 2023 | Anomaly DetectionDenoising | —Unverified | 0 |
| Counterfactual Explanations for Time Series Forecasting | Oct 12, 2023 | counterfactualTime Series | CodeCode Available | 1 |
| Lag-Llama: Towards Foundation Models for Probabilistic Time Series Forecasting | Oct 12, 2023 | DecoderProbabilistic Time Series Forecasting | CodeCode Available | 3 |
| Understanding the Humans Behind Online Misinformation: An Observational Study Through the Lens of the COVID-19 Pandemic | Oct 12, 2023 | Causal InferenceMisinformation | —Unverified | 0 |
| Detection and prediction of clopidogrel treatment failures using longitudinal structured electronic health records | Oct 12, 2023 | Time Series | —Unverified | 0 |
| On Extreme Value Asymptotics of Projected Sample Covariances in High Dimensions with Applications in Finance and Convolutional Networks | Oct 12, 2023 | Portfolio OptimizationTime Series | —Unverified | 0 |
| Large Language Models Are Zero-Shot Time Series Forecasters | Oct 11, 2023 | ImputationTime Series | CodeCode Available | 2 |
| A Survey of Feature Types and Their Contributions for Camera Tampering Detection | Oct 11, 2023 | Change DetectionTime Series | —Unverified | 0 |
| Precise localization within the GI tract by combining classification of CNNs and time-series analysis of HMMs | Oct 11, 2023 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Semantic Association Rule Learning from Time Series Data and Knowledge Graphs | Oct 11, 2023 | Knowledge GraphsTime Series | —Unverified | 0 |
| NuTime: Numerically Multi-Scaled Embedding for Large-Scale Time-Series Pretraining | Oct 11, 2023 | Anomaly DetectionFew-Shot Learning | CodeCode Available | 1 |
| Quantum-Enhanced Forecasting: Leveraging Quantum Gramian Angular Field and CNNs for Stock Return Predictions | Oct 11, 2023 | Time SeriesTime Series Classification | —Unverified | 0 |
| Generalized Mixture Model for Extreme Events Forecasting in Time Series Data | Oct 11, 2023 | PredictionStock Price Prediction | —Unverified | 0 |
| Model-based Clustering of Individuals' Ecological Momentary Assessment Time-series Data for Improving Forecasting Performance | Oct 11, 2023 | ClusteringTime Series | —Unverified | 0 |
| ProbTS: Benchmarking Point and Distributional Forecasting across Diverse Prediction Horizons | Oct 11, 2023 | BenchmarkingPosition | CodeCode Available | 2 |
| Bidirectional recurrent imputation and abundance estimation of LULC classes with MODIS multispectral time series and geo-topographic and climatic data | Oct 11, 2023 | ImputationTime Series | CodeCode Available | 0 |
| A Variational Autoencoder Framework for Robust, Physics-Informed Cyberattack Recognition in Industrial Cyber-Physical Systems | Oct 10, 2023 | Time Series | —Unverified | 0 |
| iTransformer: Inverted Transformers Are Effective for Time Series Forecasting | Oct 10, 2023 | Time SeriesTime Series Forecasting | CodeCode Available | 6 |
| Discovering Mixtures of Structural Causal Models from Time Series Data | Oct 10, 2023 | Causal DiscoveryTime Series | CodeCode Available | 1 |
| S4Sleep: Elucidating the design space of deep-learning-based sleep stage classification models | Oct 10, 2023 | Sleep StagingState Space Models | CodeCode Available | 1 |
| Predicting Three Types of Freezing of Gait Events Using Deep Learning Models | Oct 10, 2023 | PredictionSpecificity | —Unverified | 0 |
| Projecting infinite time series graphs to finite marginal graphs using number theory | Oct 9, 2023 | Causal DiscoveryCausal Inference | —Unverified | 0 |
| Exploring Progress in Multivariate Time Series Forecasting: Comprehensive Benchmarking and Heterogeneity Analysis | Oct 9, 2023 | BenchmarkingMultivariate Time Series Forecasting | CodeCode Available | 3 |
| NetTiSA: Extended IP Flow with Time-series Features for Universal Bandwidth-constrained High-speed Network Traffic Classification | Oct 9, 2023 | Time SeriesTraffic Classification | CodeCode Available | 0 |
| Performative Time-Series Forecasting | Oct 9, 2023 | Time SeriesTime Series Forecasting | CodeCode Available | 0 |
| Pain Forecasting using Self-supervised Learning and Patient Phenotyping: An attempt to prevent Opioid Addiction | Oct 9, 2023 | ClusteringDecision Making | —Unverified | 0 |
| Temporal Convolutional Explorer Helps Understand 1D-CNN's Learning Behavior in Time Series Classification from Frequency Domain | Oct 9, 2023 | Time SeriesTime Series Classification | CodeCode Available | 1 |
| LARA: A Light and Anti-overfitting Retraining Approach for Unsupervised Time Series Anomaly Detection | Oct 9, 2023 | Anomaly DetectionTime Series | —Unverified | 0 |
| Deep Optimal Timing Strategies for Time Series | Oct 9, 2023 | Probabilistic Time Series ForecastingTime Series | CodeCode Available | 0 |
| Successive Data Injection in Conditional Quantum GAN Applied to Time Series Anomaly Detection | Oct 8, 2023 | Anomaly DetectionTime Series | —Unverified | 0 |
| Clustering Three-Way Data with Outliers | Oct 8, 2023 | ClusteringTime Series | —Unverified | 0 |
| Pushing the Limits of Pre-training for Time Series Forecasting in the CloudOps Domain | Oct 8, 2023 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| TEMPO: Prompt-based Generative Pre-trained Transformer for Time Series Forecasting | Oct 8, 2023 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| Tool Wear Segmentation in Blanking Processes with Fully Convolutional Networks based Digital Image Processing | Oct 6, 2023 | Semantic SegmentationTime Series | —Unverified | 0 |
| AI-Based Decadal Predictive Analysis of Twenty Infectious Diseases in China with an Improved BSTS-MCMC Model | Oct 6, 2023 | ManagementTime Series | —Unverified | 0 |