| Generating Synthetic Time Series Data for Cyber-Physical Systems | Apr 12, 2024 | Data AugmentationTime Series | —Unverified | 0 | 0 |
| Generating Trading Signals by ML algorithms or time series ones? | Jul 14, 2020 | BIG-bench Machine LearningTime Series | —Unverified | 0 | 0 |
| Generation of a Supervised Classification Algorithm for Time-Series Variable Stars with an Application to the LINEAR Dataset | Jan 14, 2016 | AstronomyGeneral Classification | —Unverified | 0 | 0 |
| Generation of synthetic financial time series by diffusion models | Oct 24, 2024 | DenoisingTime Series | —Unverified | 0 | 0 |
| Classification-Based Analysis of Price Pattern Differences Between Cryptocurrencies and Stocks | Apr 17, 2025 | Time Series | —Unverified | 0 | 0 |
| Generative adversarial network based on chaotic time series | May 24, 2019 | Generative Adversarial NetworkTime Series | —Unverified | 0 | 0 |
| Applications of Signature Methods to Market Anomaly Detection | Jan 7, 2022 | Anomaly DetectionTime Series | —Unverified | 0 | 0 |
| Expressway visibility estimation based on image entropy and piecewise stationary time series analysis | Apr 8, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 | 0 |
| Expressivity of Hidden Markov Chains vs. Recurrent Neural Networks from a system theoretic viewpoint | Aug 17, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 | 0 |
| Generative Adversarial Networks for Spatio-temporal Data: A Survey | Aug 18, 2020 | ImputationSurvey | —Unverified | 0 | 0 |
| Generative Adversarial Networks in finance: an overview | Jun 11, 2021 | Image GenerationTime Series | —Unverified | 0 | 0 |
| Class Conditional Time Series Generation with Structured Noise Space GAN | Dec 20, 2023 | Time SeriesTime Series Generation | —Unverified | 0 | 0 |
| Applications of shapelet transform to time series classification of earthquake, wind and wave data | Apr 22, 2020 | BIG-bench Machine LearningEvent Detection | —Unverified | 0 | 0 |
| AIGC for Industrial Time Series: From Deep Generative Models to Large Generative Models | Jul 16, 2024 | Time SeriesTime Series Generation | —Unverified | 0 | 0 |
| Adaptive Convolutional Forecasting Network Based on Time Series Feature-Driven | May 20, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 | 0 |
| Generative Anomaly Detection for Time Series Datasets | Jun 28, 2022 | Anomaly DetectionDensity Estimation | —Unverified | 0 | 0 |
| Generative forecasting of brain activity enhances Alzheimer's classification and interpretation | Oct 30, 2024 | Data AugmentationDeep Learning | —Unverified | 0 | 0 |
| Generative learning for nonlinear dynamics | Nov 7, 2023 | Learning TheoryState Space Models | —Unverified | 0 | 0 |
| Accelerometer based Activity Classification with Variational Inference on Sticky HDP-SLDS | Oct 19, 2015 | General ClassificationTime Series | —Unverified | 0 | 0 |
| Generative modeling for time series via Schrödinger bridge | Apr 11, 2023 | Time Series | —Unverified | 0 | 0 |
| 2T-POT Hawkes model for left- and right-tail conditional quantile forecasts of financial log-returns: out-of-sample comparison of conditional EVT models | Feb 2, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 | 0 |
| Evolutionary Optimization of 1D-CNN for Non-contact Respiration Pattern Classification | Dec 20, 2023 | Anomaly DetectionClassification | —Unverified | 0 | 0 |
| Exponential inequalities for nonstationary Markov Chains | Aug 27, 2018 | Learning TheoryTime Series | —Unverified | 0 | 0 |
| "Generative Models for Financial Time Series Data: Enhancing Signal-to-Noise Ratio and Addressing Data Scarcity in A-Share Market | Dec 29, 2024 | Data AugmentationDenoising | —Unverified | 0 | 0 |
| Exploring time-series motifs through DTW-SOM | Apr 17, 2020 | Anomaly DetectionClustering | —Unverified | 0 | 0 |
| Generative Nowcasting of Marine Fog Visibility in the Grand Banks area and Sable Island in Canada | Feb 9, 2024 | Time Series | —Unverified | 0 | 0 |
| Class-Based Time Series Data Augmentation to Mitigate Extreme Class Imbalance for Solar Flare Prediction | May 31, 2024 | Data AugmentationDecision Making | —Unverified | 0 | 0 |
| Exploring the representativeness of the M5 competition data | Mar 4, 2021 | MarketingTime Series | —Unverified | 0 | 0 |
| Exploring the interpretability of LSTM neural networks over multi-variable data | Sep 27, 2018 | Time SeriesTime Series Analysis | —Unverified | 0 | 0 |
| Applications of Online Nonnegative Matrix Factorization to Image and Time-Series Data | Nov 10, 2020 | Dictionary LearningTime Series | —Unverified | 0 | 0 |
| Generative Pre-Training of Time-Series Data for Unsupervised Fault Detection in Semiconductor Manufacturing | Sep 20, 2023 | Anomaly DetectionFault Detection | —Unverified | 0 | 0 |
| Probabilistic Forecasting of Real-Time Electricity Market Signals via Interpretable Generative AI | Mar 9, 2024 | Time Series | —Unverified | 0 | 0 |
| Exploring the Impact of Synthetic Data on Human Gesture Recognition Tasks Using GANs | Dec 9, 2024 | Activity RecognitionGesture Recognition | —Unverified | 0 | 0 |
| Generative Semi-supervised Learning for Multivariate Time Series Imputation | May 18, 2021 | Generative Adversarial NetworkImputation | —Unverified | 0 | 0 |
| Exploring Strategies for Classification of External Stimuli Using Statistical Features of the Plant Electrical Response | Nov 29, 2016 | ClassificationGeneral Classification | —Unverified | 0 | 0 |
| CLaSP: Learning Concepts for Time-Series Signals from Natural Language Supervision | Nov 13, 2024 | Common Sense ReasoningContrastive Learning | —Unverified | 0 | 0 |
| Applications of Machine Learning in Pharmacogenomics: Clustering Plasma Concentration-Time Curves | Oct 24, 2022 | ClusteringData Visualization | —Unverified | 0 | 0 |
| AI for trading strategies | Jun 26, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 | 0 |
| Exploring Spatial-Temporal Variations of Public Discourse on Social Media: A Case Study on the First Wave of the Coronavirus Pandemic in Italy | Jun 28, 2023 | Time SeriesTime Series Analysis | —Unverified | 0 | 0 |
| Generic Variance Bounds on Estimation and Prediction Errors in Time Series Analysis: An Entropy Perspective | Apr 9, 2019 | Gaussian ProcessesPrediction | —Unverified | 0 | 0 |
| CLARE-GAN: GENERATION OF CLASS-SPECIFIC TIME SERIES | Jan 1, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 | 0 |
| Exploring Predictive States via Cantor Embeddings and Wasserstein Distance | Jun 9, 2022 | ClusteringDimensionality Reduction | —Unverified | 0 | 0 |
| Applications of machine learning and IoT for Outdoor Air Pollution Monitoring and Prediction: A Systematic Literature Review | Jan 3, 2024 | Air Pollution PredictionDiversity | —Unverified | 0 | 0 |
| Geodesic Properties of a Generalized Wasserstein Embedding for Time Series Analysis | Jun 4, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 | 0 |
| Exploring Physical-Based Constraints in Short-Term Load Forecasting: A Defense Mechanism Against Cyberattack | Mar 7, 2022 | Load ForecastingState Estimation | —Unverified | 0 | 0 |
| GeoFormer: A Vision and Sequence Transformer-based Approach for Greenhouse Gas Monitoring | Feb 11, 2024 | Time Series | —Unverified | 0 | 0 |
| Geomagnetic field influences probabilistic abstract decision-making in humans | Jun 28, 2023 | Decision MakingTime Series | —Unverified | 0 | 0 |
| GEOMETRIC AUGMENTATION FOR ROBUST NEURAL NETWORK CLASSIFIERS | May 1, 2019 | General ClassificationTime Series | —Unverified | 0 | 0 |
| Exploring Patterns Behind Sports | Feb 11, 2025 | Computational EfficiencyFeature Engineering | —Unverified | 0 | 0 |
| Exploring Neural Granger Causality with xLSTMs: Unveiling Temporal Dependencies in Complex Data | Feb 14, 2025 | Time Series | —Unverified | 0 | 0 |