| Hedging Properties of Algorithmic Investment Strategies using Long Short-Term Memory and Time Series models for Equity Indices | Sep 27, 2023 | Time Series | —Unverified | 0 |
| Investigating Deep Neural Network Architecture and Feature Extraction Designs for Sensor-based Human Activity Recognition | Sep 26, 2023 | Activity RecognitionContrastive Learning | —Unverified | 0 |
| Telescope: An Automated Hybrid Forecasting Approach on a Level-Playing Field | Sep 26, 2023 | Decision MakingTime Series | —Unverified | 0 |
| Balancing Computational Efficiency and Forecast Error in Machine Learning-based Time-Series Forecasting: Insights from Live Experiments on Meteorological Nowcasting | Sep 26, 2023 | Computational EfficiencyDrift Detection | —Unverified | 0 |
| Revealing the Power of Masked Autoencoders in Traffic Forecasting | Sep 26, 2023 | DecoderMultivariate Time Series Forecasting | CodeCode Available | 0 |
| Deep Generative Methods for Producing Forecast Trajectories in Power Systems | Sep 26, 2023 | Decision MakingRTE | —Unverified | 0 |
| Leveraging Herpangina Data to Enhance Hospital-level Prediction of Hand-Foot-and-Mouth Disease Admissions Using UPTST | Sep 26, 2023 | PredictionRepresentation Learning | —Unverified | 0 |
| Early Churn Prediction from Large Scale User-Product Interaction Time Series | Sep 25, 2023 | Feature EngineeringPrediction | —Unverified | 0 |
| Detach-ROCKET: Sequential feature selection for time series classification with random convolutional kernels | Sep 25, 2023 | Anomaly DetectionComputational Efficiency | CodeCode Available | 1 |
| Date-Driven Approach for Identifying State of Hemodialysis Fistulas: Entropy-Complexity and Formal Concept Analysis | Sep 25, 2023 | Time Series | —Unverified | 0 |
| Forecasting large collections of time series: feature-based methods | Sep 25, 2023 | Model SelectionTime Series | —Unverified | 0 |
| Diffeomorphic Transformations for Time Series Analysis: An Efficient Approach to Nonlinear Warping | Sep 25, 2023 | ClusteringDynamic Time Warping | —Unverified | 0 |
| ODE-based Recurrent Model-free Reinforcement Learning for POMDPs | Sep 25, 2023 | continuous-controlContinuous Control | —Unverified | 0 |
| MemDA: Forecasting Urban Time Series with Memory-based Drift Adaptation | Sep 25, 2023 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| Local and Global Trend Bayesian Exponential Smoothing Models | Sep 25, 2023 | Time Series | —Unverified | 0 |
| Finding Order in Chaos: A Novel Data Augmentation Method for Time Series in Contrastive Learning | Sep 23, 2023 | Activity RecognitionContrastive Learning | CodeCode Available | 1 |
| NetDiffus: Network Traffic Generation by Diffusion Models through Time-Series Imaging | Sep 23, 2023 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| Time-Series Forecasting: Unleashing Long-Term Dependencies with Fractionally Differenced Data | Sep 23, 2023 | Binary ClassificationSentiment Analysis | —Unverified | 0 |
| Enhancing Prediction and Analysis of UK Road Traffic Accident Severity Using AI: Integration of Machine Learning, Econometric Techniques, and Time Series Forecasting in Public Health Research | Sep 23, 2023 | AutoMLTime Series | —Unverified | 0 |
| ML Algorithm Synthesizing Domain Knowledge for Fungal Spores Concentration Prediction | Sep 23, 2023 | Time Series | CodeCode Available | 0 |
| Monotonic Neural Ordinary Differential Equation: Time-series Forecasting for Cumulative Data | Sep 23, 2023 | Decision MakingTime Series | —Unverified | 0 |
| OneNet: Enhancing Time Series Forecasting Models under Concept Drift by Online Ensembling | Sep 22, 2023 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| Global Deep Forecasting with Patient-Specific Pharmacokinetics | Sep 22, 2023 | Time Series | —Unverified | 0 |
| TrTr: A Versatile Pre-Trained Large Traffic Model based on Transformer for Capturing Trajectory Diversity in Vehicle Population | Sep 22, 2023 | DiversityTime Series | —Unverified | 0 |
| Incremental Constrained Clustering by Minimal Weighted Modification | Sep 22, 2023 | ClusteringConstrained Clustering | CodeCode Available | 0 |
| Graph-Based Permutation Patterns for the Analysis of Task-Related fMRI Signals on DTI Networks in Mild Cognitive Impairment | Sep 21, 2023 | Time Series | —Unverified | 0 |
| Generating Hierarchical Structures for Improved Time Series Classification Using Stochastic Splitting Functions | Sep 21, 2023 | ClassificationTime Series | —Unverified | 0 |
| Parallelizing non-linear sequential models over the sequence length | Sep 21, 2023 | GPUTime Series | CodeCode Available | 1 |
| The Broad Impact of Feature Imitation: Neural Enhancements Across Financial, Speech, and Physiological Domains | Sep 21, 2023 | Emotion RecognitionSpeech Emotion Recognition | —Unverified | 0 |
| A detection analysis for temporal memory patterns at different time-scales | Sep 21, 2023 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Transformers versus LSTMs for electronic trading | Sep 20, 2023 | PredictionTime Series | CodeCode Available | 1 |
| Learning and DiSentangling Patient Static Information from Time-series Electronic HEalth Record (STEER) | Sep 20, 2023 | AttributeFairness | —Unverified | 0 |
| WFTNet: Exploiting Global and Local Periodicity in Long-term Time Series Forecasting | Sep 20, 2023 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| Generative Pre-Training of Time-Series Data for Unsupervised Fault Detection in Semiconductor Manufacturing | Sep 20, 2023 | Anomaly DetectionFault Detection | —Unverified | 0 |
| Computation of Ultra-Short-Term Prediction Intervals of the Power Prosumption in Active Distribution Networks | Sep 19, 2023 | Prediction IntervalsTime Series | —Unverified | 0 |
| Asteroids co-orbital motion classification based on Machine Learning | Sep 19, 2023 | ClassificationDimensionality Reduction | —Unverified | 0 |
| Implementing a new fully stepwise decomposition-based sampling technique for the hybrid water level forecasting model in real-world application | Sep 19, 2023 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Mean Absolute Directional Loss as a New Loss Function for Machine Learning Problems in Algorithmic Investment Strategies | Sep 19, 2023 | Time Series | —Unverified | 0 |
| Hybrid State Space-based Learning for Sequential Data Prediction with Joint Optimization | Sep 19, 2023 | Feature EngineeringTime Series | —Unverified | 0 |
| PDRL: Multi-Agent based Reinforcement Learning for Predictive Monitoring | Sep 19, 2023 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Human Activity Segmentation Challenge @ ECML/PKDD’23 | Sep 18, 2023 | Activity RecognitionChange Point Detection | CodeCode Available | 1 |
| Graph-enabled Reinforcement Learning for Time Series Forecasting with Adaptive Intelligence | Sep 18, 2023 | Bayesian OptimisationDeep Learning | —Unverified | 0 |
| Empirical Study of Mix-based Data Augmentation Methods in Physiological Time Series Data | Sep 18, 2023 | Data AugmentationTime Series | CodeCode Available | 0 |
| Walking fingerprinting | Sep 18, 2023 | Predictionregression | CodeCode Available | 0 |
| Learning Generative Models for Lumped Rainfall-Runoff Modeling | Sep 18, 2023 | parameter estimationTime Series | CodeCode Available | 0 |
| Clustering of Urban Traffic Patterns by K-Means and Dynamic Time Warping: Case Study | Sep 18, 2023 | ClusteringDynamic Time Warping | —Unverified | 0 |
| Context-Aware Deep Time-Series Decomposition for Anomaly Detection in Businesses | Sep 17, 2023 | Anomaly DetectionTime Series | CodeCode Available | 0 |
| Data-driven Modeling and Inference for Bayesian Gaussian Process ODEs via Double Normalizing Flows | Sep 17, 2023 | Bayesian InferenceGaussian Processes | CodeCode Available | 0 |
| Extracting Interpretable Local and Global Representations from Attention on Time Series | Sep 16, 2023 | Time Series | CodeCode Available | 0 |
| No Imputation Needed: A Switch Approach to Irregularly Sampled Time Series | Sep 15, 2023 | ImputationMissing Values | —Unverified | 0 |