Time Series Analysis

Weibull Racing Survival Analysis with Competing Events, Left Truncation, and Time-Varying Covariates JMLR 2023 Why Did This Model Forecast This Future? Information-Theoretic Saliency for Counterfactual Explanations of Probabilistic Regression Models NeurIPS 2023 WITRAN: Water-wave Information Transmission and Recurrent Acceleration Network for Long-range Time Series Forecasting NeurIPS 2023 Accurate and Scalable Gaussian Processes for Fine-Grained Air Quality Inference AAAI 2022 A High-Quality and Large-Scale Dataset for English-Vietnamese Speech Translation Interspeech 2022 A Model for the Prediction of Lifetime Profit Estimate of Dairy Cattle (Student Abstract) AAAI 2022 An Empirical Study of Topic Transition in Dialogue COLING 2022 An Empirical Study on Topic Preservation in Multi-Document Summarization AACL 2022 An Enhanced Human Activity Recognition Algorithm with Positional Attention ACML 2022 AnomalyKiTS: Anomaly Detection Toolkit for Time Series AAAI 2022 Anytime Information Cascade Popularity Prediction via Self-Exciting Processes ICML 2022 Anytime-Valid Inference For Multinomial Count Data NeurIPS 2022 A Short-Term Tropical Cyclone Intensity Forecasting Method Based on High-Order Tensor (Student Abstract) AAAI 2022 AZ-whiteness test: a test for signal uncorrelation on spatio-temporal graphs NeurIPS 2022 Back2Future: Leveraging Backfill Dynamics for Improving Real-time Predictions in Future ICLR 2022 Balanced Spatial-Temporal Graph Structure Learning for Multivariate Time Series Forecasting: A Trade-off between Efficiency and Flexibility ACML 2022 BILCO: An Efficient Algorithm for Joint Alignment of Time Series NeurIPS 2022 C2FAR: Coarse-to-Fine Autoregressive Networks for Precise Probabilistic Forecasting NeurIPS 2022 CATN: Cross Attentive Tree-Aware Network for Multivariate Time Series Forecasting AAAI 2022 Change-point Detection for Sparse and Dense Functional Data in General Dimensions NeurIPS 2022 Change point localization in dependent dynamic nonparametric random dot product graphs JMLR 2022 Closed-Form Diffeomorphic Transformations for Time Series Alignment ICML 2022 Coherent Probabilistic Aggregate Queries on Long-horizon Forecasts IJCAI 2022 Conformal Prediction with Temporal Quantile Adjustments NeurIPS 2022 Creating Interpretable Data-Driven Approaches for Tropical Cyclones Forecasting AAAI 2022