| Bake off redux: a review and experimental evaluation of recent time series classification algorithms | Apr 25, 2023 | Dynamic Time WarpingTime Series | CodeCode Available | 3 |
| On the Soundness of XAI in Prognostics and Health Management (PHM) | Apr 24, 2023 | Explainable Artificial Intelligence (XAI)Management | CodeCode Available | 0 |
| Determination of the effective cointegration rank in high-dimensional time-series predictive regressions | Apr 24, 2023 | Time Series | —Unverified | 0 |
| Fuzzy clustering of ordinal time series based on two novel distances with economic applications | Apr 24, 2023 | ClusteringTime Series | —Unverified | 0 |
| Ordinal time series analysis with the R package otsfeatures | Apr 24, 2023 | ClusteringOutlier Detection | —Unverified | 0 |
| Analyzing categorical time series with the R package ctsfeatures | Apr 24, 2023 | ClusteringOutlier Detection | —Unverified | 0 |
| Data-driven modelling of brain activity using neural networks, Diffusion Maps, and the Koopman operator | Apr 24, 2023 | Time Series | —Unverified | 0 |
| Battery Capacity Knee-Onset Identification and Early Prediction Using Degradation Curvature | Apr 23, 2023 | Time Series | —Unverified | 0 |
| Identifying Stochasticity in Time-Series with Autoencoder-Based Content-aware 2D Representation: Application to Black Hole Data | Apr 23, 2023 | Time Series | CodeCode Available | 0 |
| AirBirds: A Large-scale Challenging Dataset for Bird Strike Prevention in Real-world Airports | Apr 23, 2023 | Time Series | —Unverified | 0 |
| A Neuro-Symbolic Approach for Enhanced Human Motion Prediction | Apr 23, 2023 | Human motion predictionmotion prediction | CodeCode Available | 0 |
| TSGCNeXt: Dynamic-Static Multi-Graph Convolution for Efficient Skeleton-Based Action Recognition with Long-term Learning Potential | Apr 23, 2023 | Action RecognitionGraph Learning | CodeCode Available | 1 |
| Unsupervised CD in satellite image time series by contrastive learning and feature tracking | Apr 22, 2023 | Change DetectionContrastive Learning | —Unverified | 0 |
| Reconstruction-based LSTM-Autoencoder for Anomaly-based DDoS Attack Detection over Multivariate Time-Series Data | Apr 21, 2023 | Anomaly Detectionfeature selection | —Unverified | 0 |
| Deep learning models for price forecasting of financial time series: A review of recent advancements: 2020-2022 | Apr 21, 2023 | Deep LearningModel Selection | —Unverified | 0 |
| Enhancing Wind Power Forecast Precision via Multi-head Attention Transformer: An Investigation on Single-step and Multi-step Forecasting | Apr 21, 2023 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Time Series Classification for Detecting Parkinson's Disease from Wrist Motions | Apr 21, 2023 | Time SeriesTime Series Classification | CodeCode Available | 0 |
| Automatically identifying ordinary differential equations from data | Apr 21, 2023 | Denoisingregression | CodeCode Available | 1 |
| Exogenous Data in Forecasting: FARM -- A New Measure for Relevance Evaluation | Apr 21, 2023 | Time Series | —Unverified | 0 |
| Algorithmic Information Forecastability | Apr 21, 2023 | Time Series | —Unverified | 0 |
| Fruit Picker Activity Recognition with Wearable Sensors and Machine Learning | Apr 20, 2023 | Activity RecognitionHuman Activity Recognition | —Unverified | 0 |
| ZEBRA: Z-order Curve-based Event Retrieval Approach to Efficiently Explore Automotive Data | Apr 20, 2023 | RetrievalTime Series | —Unverified | 0 |
| Non-destructive Fault Diagnosis of Electronic Interconnects by Learning Signal Patterns of Reflection Coefficient in the Frequency Domain | Apr 20, 2023 | DiagnosticEnsemble Learning | —Unverified | 0 |
| An Attention Free Conditional Autoencoder For Anomaly Detection in Cryptocurrencies | Apr 20, 2023 | Anomaly DetectionDenoising | —Unverified | 0 |
| Regions of Reliability in the Evaluation of Multivariate Probabilistic Forecasts | Apr 19, 2023 | scoring ruleTime Series | CodeCode Available | 0 |
| A Deep Learning Framework for Traffic Data Imputation Considering Spatiotemporal Dependencies | Apr 18, 2023 | ImputationTime Series | —Unverified | 0 |
| LTC-SE: Expanding the Potential of Liquid Time-Constant Neural Networks for Scalable AI and Embedded Systems | Apr 18, 2023 | Time SeriesTime Series Prediction | CodeCode Available | 0 |
| Autoregressive models for biomedical signal processing | Apr 17, 2023 | Brain Computer Interfaceparameter estimation | —Unverified | 0 |
| Long-term Forecasting with TiDE: Time-series Dense Encoder | Apr 17, 2023 | Anomaly DetectionDecoder | CodeCode Available | 5 |
| Obstacle-Transformer: A Trajectory Prediction Network Based on Surrounding Trajectories | Apr 16, 2023 | Time SeriesTrajectory Prediction | —Unverified | 0 |
| Harnessing Contrastive Learning and Neural Transformation for Time Series Anomaly Detection | Apr 16, 2023 | Anomaly DetectionContrastive Learning | —Unverified | 0 |
| Context-aware Domain Adaptation for Time Series Anomaly Detection | Apr 15, 2023 | Anomaly DetectionDeep Reinforcement Learning | —Unverified | 0 |
| Smart Metro: Deep Learning Approaches to Forecasting the MRT Line 3 Ridership | Apr 14, 2023 | Time SeriesTime Series Prediction | —Unverified | 0 |
| Why Topological Data Analysis Detects Financial Bubbles? | Apr 14, 2023 | Time SeriesTopological Data Analysis | —Unverified | 0 |
| Continuous time recurrent neural networks: overview and application to forecasting blood glucose in the intensive care unit | Apr 14, 2023 | ImputationTime Series | —Unverified | 0 |
| Detection and Estimation of Structural Breaks in High-Dimensional Functional Time Series | Apr 14, 2023 | ClusteringTime Series | —Unverified | 0 |
| Streamlined Framework for Agile Forecasting Model Development towards Efficient Inventory Management | Apr 13, 2023 | ManagementTime Series | —Unverified | 0 |
| Video alignment using unsupervised learning of local and global features | Apr 13, 2023 | Dynamic Time WarpingHuman Detection | —Unverified | 0 |
| Acoustic absement in detail: Quantifying acoustic differences across time-series representations of speech data | Apr 12, 2023 | Dynamic Time Warpingspeech-recognition | CodeCode Available | 0 |
| NP-Free: A Real-Time Normalization-free and Parameter-tuning-free Representation Approach for Open-ended Time Series | Apr 12, 2023 | Time Series | —Unverified | 0 |
| Proximity Forest 2.0: A new effective and scalable similarity-based classifier for time series | Apr 12, 2023 | Dynamic Time WarpingTime Series | CodeCode Available | 1 |
| Time-frequency co-movements between commodities and economic policy uncertainty across different crises | Apr 11, 2023 | Time Series | —Unverified | 0 |
| Generative modeling for time series via Schrödinger bridge | Apr 11, 2023 | Time Series | —Unverified | 0 |
| Electricity Demand Forecasting with Hybrid Statistical and Machine Learning Algorithms: Case Study of Ukraine | Apr 11, 2023 | Demand Forecastingregression | —Unverified | 0 |
| Multi-scale Fusion Fault Diagnosis Method Based on Two-Dimensionaliztion Sequence in Complex Scenarios | Apr 11, 2023 | Fault DiagnosisTime Series | —Unverified | 0 |
| The Capacity and Robustness Trade-off: Revisiting the Channel Independent Strategy for Multivariate Time Series Forecasting | Apr 11, 2023 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| TodyNet: Temporal Dynamic Graph Neural Network for Multivariate Time Series Classification | Apr 11, 2023 | ClassificationDeep Learning | CodeCode Available | 1 |
| UnCRtainTS: Uncertainty Quantification for Cloud Removal in Optical Satellite Time Series | Apr 11, 2023 | Cloud RemovalImage Reconstruction | CodeCode Available | 1 |
| Financial Time Series Forecasting using CNN and Transformer | Apr 11, 2023 | Decision MakingTime Series | —Unverified | 0 |
| FAN: Fatigue-Aware Network for Click-Through Rate Prediction in E-commerce Recommendation | Apr 10, 2023 | Click-Through Rate PredictionTime Series | CodeCode Available | 0 |