time series

Learning and Dynamical Models for Sub-seasonal Climate Forecasting: Comparison and Collaboration AAAI 2022 Learning interacting dynamical systems with latent Gaussian process ODEs NeurIPS 2022 Learning with little mixing NeurIPS 2022 LSAR: Efficient Leverage Score Sampling Algorithm for the Analysis of Big Time Series Data JMLR 2022 Modeling Irregular Time Series with Continuous Recurrent Units ICML 2022 Multi-Task Dynamical Systems JMLR 2022 Neural graphical modelling in continuous-time: consistency guarantees and algorithms ICLR 2022 Neural Markov Controlled SDE: Stochastic Optimization for Continuous-Time Data ICLR 2022 Offline change detection under contamination UAI 2022 Optimizing Global Influenza Surveillance for Locations with Deficient Data (Student Abstract) AAAI 2022 Outlier Detection in Wind Turbine Frequency Converters Using Long-Term Sensor Data AAAI 2022 PrEF: Probabilistic Electricity Forecasting via Copula-Augmented State Space Model AAAI 2022 Privacy Amplification by Subsampling in Time Domain AISTATS 2022 PSA-GAN: Progressive Self Attention GANs for Synthetic Time Series ICLR 2022 Self-Supervised Contrastive Pre-Training For Time Series via Time-Frequency Consistency NeurIPS 2022 SPATE-GAN: Improved Generative Modeling of Dynamic Spatio-Temporal Patterns with an Autoregressive Embedding Loss AAAI 2022 Theoretical analysis of deep neural networks for temporally dependent observations NeurIPS 2022 Traversing Time with Multi-Resolution Gaussian Process State-Space Models L4DC 2022 Unsupervised Time-Series Representation Learning with Iterative Bilinear Temporal-Spectral Fusion ICML 2022 Using time-series privileged information for provably efficient learning of prediction models AISTATS 2022 Adversarial Spectral Kernel Matching for Unsupervised Time Series Domain Adaptation IJCAI 2021 A general linear-time inference method for Gaussian Processes on one dimension JMLR 2021 A Hierarchical Approach to Multi-Event Survival Analysis AAAI 2021 Augmenting Imbalanced Time-series Data via Adversarial Perturbation in Latent Space ACML 2021 Causal Hidden Markov Model for Time Series Disease Forecasting CVPR 2021