Time Series Analysis

ChronoEpilogi: Scalable Time Series Selection with Multiple Solutions NeurIPS 2024 Combining Machine Learning and Queueing Theory for Data-Driven Incarceration-Diversion Program Management AAAI 2024 Conformalized Adaptive Forecasting of Heterogeneous Trajectories ICML 2024 Considering Nonstationary within Multivariate Time Series with Variational Hierarchical Transformer for Forecasting AAAI 2024 Contrastive Learning Is Not Optimal for Quasiperiodic Time Series IJCAI 2024 convSeq: Fast and Scalable Method for Detecting Patterns in Spike Data ICML 2024 CREAD: A Classification-Restoration Framework with Error Adaptive Discretization for Watch Time Prediction in Video Recommender Systems AAAI 2024 Cross-Domain Contrastive Learning for Time Series Clustering AAAI 2024 Cumulative Difference Learning VAE for Time-Series with Temporally Correlated Inflow-Outflow AAAI 2024 CUTS+: High-Dimensional Causal Discovery from Irregular Time-Series AAAI 2024 Decomposable Transformer Point Processes NeurIPS 2024 Decomposed Linear Dynamical Systems (dLDS) for learning the latent components of neural dynamics JMLR 2024 DeformableTST: Transformer for Time Series Forecasting without Over-reliance on Patching NeurIPS 2024 Detecting Change Intervalswith Isolation Distributional Kernel (Abstract Reprint) IJCAI 2024 Diffusion Language-Shapelets for Semi-supervised Time-Series Classification AAAI 2024 Discovering Mixtures of Structural Causal Models from Time Series Data ICML 2024 Disentanglement-Guided Spatial-Temporal Graph Neural Network for Metro Flow Forecasting (Student Abstract) AAAI 2024 Distributional regression: CRPS-error bounds for model fitting, model selection and convex aggregation NeurIPS 2024 Dynamic Survival Analysis with Controlled Latent States ICML 2024 Early Prediction of Causes (not Effects) in Healthcare by Long-Term Clinical Time Series Forecasting MLHC 2024 EasyTS: The Express Lane to Long Time Series Forecasting AAAI 2024 Effect Size Estimation for Duration Recommendation in Online Experiments: Leveraging Hierarchical Models and Objective Utility Approaches AAAI 2024 Empowering Time Series Analysis with Large Language Models: A Survey IJCAI 2024 Energy Efficient Streaming Time Series Classification with Attentive Power Iteration AAAI 2024 Enhancing Sustainable Urban Mobility Prediction with Telecom Data: A Spatio-Temporal Framework Approach IJCAI 2024