| 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 |
| 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 |
| XAI Methods for Neural Time Series Classification: A Brief Review | Aug 18, 2021 | Deep LearningExplainable Artificial Intelligence (XAI) | —Unverified | 0 |
| Construction Cost Index Forecasting: A Multi-feature Fusion Approach | Aug 18, 2021 | PredictionTime Series | —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 |
| Federated Variational Learning for Anomaly Detection in Multivariate Time Series | Aug 18, 2021 | Anomaly DetectionRepresentation Learning | —Unverified | 0 |
| Transformers predicting the future. Applying attention in next-frame and time series forecasting | Aug 18, 2021 | Dimensionality ReductionTime Series | CodeCode Available | 0 |
| Stack Index Prediction Using Time-Series Analysis | Aug 18, 2021 | BIG-bench Machine LearningPrediction | —Unverified | 0 |
| 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 |
| Empirical Risk Minimization for Time Series: Nonparametric Performance Bounds for Prediction | Aug 11, 2021 | Learning TheoryTime 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 |
| 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 |
| Quantum Quantile Mechanics: Solving Stochastic Differential Equations for Generating Time-Series | Aug 6, 2021 | Financial AnalysisTime Series | —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 |
| 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 |
| Pattern Recognition in Vital Signs Using Spectrograms | Aug 5, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Multimodal Meta-Learning for Time Series Regression | Aug 5, 2021 | Meta-Learningregression | —Unverified | 0 |
| A New State-of-the-Art Transformers-Based Load Forecaster on the Smart Grid Domain | Aug 5, 2021 | energy managementLoad Forecasting | —Unverified | 0 |
| Local Exceptionality Detection in Time Series Using Subgroup Discovery | Aug 5, 2021 | Subgroup DiscoveryTime Series | —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 |
| High dimensional Bayesian Optimization Algorithm for Complex System in Time Series | Aug 4, 2021 | Bayesian OptimizationDimensionality Reduction | —Unverified | 0 |
| Reconstructing a dynamical system and forecasting time series by self-consistent deep learning | Aug 4, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Bayesian forecast combination using time-varying features | Aug 4, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Random Convolution Kernels with Multi-Scale Decomposition for Preterm EEG Inter-burst Detection | Aug 4, 2021 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| GalaxAI: Machine learning toolbox for interpretable analysis of spacecraft telemetry data | Aug 3, 2021 | BIG-bench Machine LearningTime Series | —Unverified | 0 |
| Dynamic Prediction Model for NOx Emission of SCR System Based on Hybrid Data-driven Algorithms | Aug 3, 2021 | feature selectionFLUE | —Unverified | 0 |
| PSA-GAN: Progressive Self Attention GANs for Synthetic Time Series | Aug 2, 2021 | Generative Adversarial NetworkTime Series | —Unverified | 0 |
| Learning who is in the market from time series: market participant discovery through adversarial calibration of multi-agent simulators | Aug 2, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| An Applied Deep Learning Approach for Estimating Soybean Relative Maturity from UAV Imagery to Aid Plant Breeding Decisions | Aug 2, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Synthetic Active Distribution System Generation via Unbalanced Graph Generative Adversarial Network | Aug 2, 2021 | Generative Adversarial NetworkTime Series | —Unverified | 0 |
| Using Deep Learning to Correlate Reddit Posts with Economic Time Series During the COVID-19 Pandemic | Aug 1, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Statistical learning method for predicting density-matrix based electron dynamics | Jul 31, 2021 | regressionTime Series | —Unverified | 0 |
| Opinion Prediction with User Fingerprinting | Jul 31, 2021 | PredictionSentiment Analysis | CodeCode Available | 0 |
| Understanding the merging behavior patterns and evolutionary mechanism at freeway on-ramps | Jul 31, 2021 | Autonomous DrivingAutonomous Vehicles | —Unverified | 0 |
| Random vector functional link neural network based ensemble deep learning for short-term load forecasting | Jul 30, 2021 | Load ForecastingRepresentation Learning | —Unverified | 0 |
| Spatio-temporal graph neural networks for multi-site PV power forecasting | Jul 29, 2021 | Graph Neural NetworkTime Series | —Unverified | 0 |
| Otimizacao de pesos e funcoes de ativacao de redes neurais aplicadas na previsao de series temporais | Jul 29, 2021 | global-optimizationTime Series | —Unverified | 0 |
| Previsão dos preços de abertura, mínima e máxima de índices de mercados financeiros usando a associação de redes neurais LSTM | Jul 29, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Inference in heavy-tailed non-stationary multivariate time series | Jul 29, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Analysis of complex circadian time series data using wavelets | Jul 29, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Snippet Policy Network for Multi-class Varied-length ECG Early Classification | Jul 28, 2021 | Arrhythmia DetectionClassification | —Unverified | 0 |