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| Attentive Neural Controlled Differential Equations for Time-series Classification and Forecasting | Sep 4, 2021 | Irregular Time SeriesRepresentation Learning | CodeCode Available | 1 |
| A Multi-view Multi-task Learning Framework for Multi-variate Time Series Forecasting | Sep 2, 2021 | AttributeMulti-Task Learning | CodeCode Available | 1 |
| Accurate shape and phase averaging of time series through Dynamic Time Warping | Sep 2, 2021 | Dynamic Time WarpingTime Series | —Unverified | 0 |
| MrSQM: Fast Time Series Classification with Symbolic Representations | Sep 2, 2021 | Classificationfeature selection | CodeCode Available | 1 |
| Transformer Networks for Data Augmentation of Human Physical Activity Recognition | Sep 2, 2021 | Activity RecognitionData Augmentation | CodeCode Available | 1 |
| Computer Vision Self-supervised Learning Methods on Time Series | Sep 2, 2021 | Self-Supervised LearningTime Series | —Unverified | 0 |
| A Novel Multi-Centroid Template Matching Algorithm and Its Application to Cough Detection | Sep 1, 2021 | Dynamic Time WarpingTemplate Matching | —Unverified | 0 |
| Bilinear Input Normalization for Neural Networks in Financial Forecasting | Sep 1, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Clustering of Pain Dynamics in Sickle Cell Disease from Sparse, Uneven Samples | Aug 31, 2021 | ClusteringTime Series | —Unverified | 0 |
| Time Series Prediction using Deep Learning Methods in Healthcare | Aug 30, 2021 | Deep LearningFeature Engineering | —Unverified | 0 |
| TCCT: Tightly-Coupled Convolutional Transformer on Time Series Forecasting | Aug 29, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Parallel Machine Learning for Forecasting the Dynamics of Complex Networks | Aug 27, 2021 | BIG-bench Machine LearningTime Series | —Unverified | 0 |
| Anomaly Detection on IT Operation Series via Online Matrix Profile | Aug 27, 2021 | Anomaly DetectionTime Series | —Unverified | 0 |
| Sketches for Time-Dependent Machine Learning | Aug 26, 2021 | BIG-bench Machine LearningTime Series | CodeCode Available | 0 |
| Magnetic Field Sensing for Pedestrian and Robot Indoor Positioning | Aug 26, 2021 | Indoor LocalizationTime Series | —Unverified | 0 |
| SOMTimeS: Self Organizing Maps for Time Series Clustering and its Application to Serious Illness Conversations | Aug 26, 2021 | ClusteringDynamic Time Warping | —Unverified | 0 |
| Attention-based Neural Load Forecasting: A Dynamic Feature Selection Approach | Aug 25, 2021 | Decoderfeature selection | —Unverified | 0 |
| S&P 500 Stock Price Prediction Using Technical, Fundamental and Text Data | Aug 24, 2021 | BIG-bench Machine LearningPrediction | CodeCode Available | 1 |
| Energy time series forecasting-Analytical and empirical assessment of conventional and machine learning models | Aug 24, 2021 | ArticlesBIG-bench Machine Learning | —Unverified | 0 |
| DTWSSE: Data Augmentation with a Siamese Encoder for Time Series | Aug 23, 2021 | Data AugmentationDecoder | —Unverified | 0 |
| Evolutionary Ensemble Learning for Multivariate Time Series Prediction | Aug 22, 2021 | Ensemble LearningPrediction | —Unverified | 0 |
| Reservoir Computing with Diverse Timescales for Prediction of Multiscale Dynamics | Aug 21, 2021 | BIG-bench Machine LearningPrediction | —Unverified | 0 |
| ASAT: Adaptively Scaled Adversarial Training in Time Series | Aug 20, 2021 | Adversarial RobustnessTime Series | —Unverified | 0 |
| DL-Traff: Survey and Benchmark of Deep Learning Models for Urban Traffic Prediction | Aug 20, 2021 | Deep LearningTime Series | CodeCode Available | 1 |
| Deep Sequence Modeling: Development and Applications in Asset Pricing | Aug 20, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Feature-weighted Stacking for Nonseasonal Time Series Forecasts: A Case Study of the COVID-19 Epidemic Curves | Aug 19, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Construction Cost Index Forecasting: A Multi-feature Fusion Approach | Aug 18, 2021 | PredictionTime Series | —Unverified | 0 |
| Federated Variational Learning for Anomaly Detection in Multivariate Time Series | Aug 18, 2021 | Anomaly DetectionRepresentation Learning | —Unverified | 0 |
| Stack Index Prediction Using Time-Series Analysis | Aug 18, 2021 | BIG-bench Machine LearningPrediction | —Unverified | 0 |
| Structure Parameter Optimized Kernel Based Online Prediction with a Generalized Optimization Strategy for Nonstationary Time Series | Aug 18, 2021 | PredictionTime Series | —Unverified | 0 |
| Transformers predicting the future. Applying attention in next-frame and time series forecasting | Aug 18, 2021 | Dimensionality ReductionTime Series | CodeCode Available | 0 |
| XAI Methods for Neural Time Series Classification: A Brief Review | Aug 18, 2021 | Deep LearningExplainable Artificial Intelligence (XAI) | —Unverified | 0 |
| AGNet: Weighing Black Holes with Deep Learning | Aug 17, 2021 | Deep LearningTime Series | CodeCode Available | 1 |
| A complex network approach to time series analysis with application in diagnosis of neuromuscular disorders | Aug 16, 2021 | Electromyography (EMG)Time Series | —Unverified | 0 |
| Event2Graph: Event-driven Bipartite Graph for Multivariate Time-series Anomaly Detection | Aug 15, 2021 | Anomaly DetectionTime Series | —Unverified | 0 |
| Deep Learning-based Time-varying Channel Estimation for RIS Assisted Communication | Aug 12, 2021 | Deep LearningTime Series | —Unverified | 0 |
| IT2CFNN: An Interval Type-2 Correlation-Aware Fuzzy Neural Network to Construct Non-Separable Fuzzy Rules with Uncertain and Adaptive Shapes for Nonlinear Function Approximation | Aug 11, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Empirical Risk Minimization for Time Series: Nonparametric Performance Bounds for Prediction | Aug 11, 2021 | Learning TheoryTime Series | —Unverified | 0 |
| Single cortical neurons as deep artificial neural networks | Aug 10, 2021 | Time Series | CodeCode Available | 1 |
| AdaRNN: Adaptive Learning and Forecasting of Time Series | Aug 10, 2021 | Activity RecognitionFinancial Analysis | CodeCode Available | 0 |
| Completion and Augmentation based Spatiotemporal Deep Learning Approach for Short-Term Metro Origin-Destination Matrix Prediction under Limited Observable Data | Aug 9, 2021 | ManagementPrediction | CodeCode Available | 0 |
| Ensemble neuroevolution based approach for multivariate time series anomaly detection | Aug 8, 2021 | Anomaly DetectionDeep Learning | —Unverified | 0 |
| Ensemble Augmentation for Deep Neural Networks Using 1-D Time Series Vibration Data | Aug 6, 2021 | Data AugmentationGenerative Adversarial Network | CodeCode Available | 0 |
| Quantum Quantile Mechanics: Solving Stochastic Differential Equations for Generating Time-Series | Aug 6, 2021 | Financial AnalysisTime Series | —Unverified | 0 |
| Model-free inference of unseen attractors: Reconstructing phase space features from a single noisy trajectory using reservoir computing | Aug 6, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Active Learning of Driving Scenario Trajectories | Aug 6, 2021 | Active LearningAutonomous Vehicles | —Unverified | 0 |
| Local Exceptionality Detection in Time Series Using Subgroup Discovery | Aug 5, 2021 | Subgroup DiscoveryTime Series | —Unverified | 0 |
| Multimodal Meta-Learning for Time Series Regression | Aug 5, 2021 | Meta-Learningregression | —Unverified | 0 |
| A volumetric change detection framework using UAV oblique photogrammetry - A case study of ultra-high-resolution monitoring of progressive building collapse | Aug 5, 2021 | Change DetectionPose Estimation | —Unverified | 0 |