Time Series

CSDI: Conditional Score-based Diffusion Models for Probabilistic Time Series Imputation NeurIPS 2021 Deep Explicit Duration Switching Models for Time Series NeurIPS 2021 Detecting Anomalous Event Sequences with Temporal Point Processes NeurIPS 2021 Differentiable Divergences Between Time Series AISTATS 2021 Dynamic Gaussian Mixture based Deep Generative Model For Robust Forecasting on Sparse Multivariate Time Series AAAI 2021 Dynamic Multi-Context Attention Networks for Citation Forecasting of Scientific Publications AAAI 2021 End-to-End Learning of Coherent Probabilistic Forecasts for Hierarchical Time Series ICML 2021 Fast and Light Bandwidth Testing for Internet Users NSDI 2021 Flexible Signal Denoising via Flexible Empirical Bayes Shrinkage JMLR 2021 From Fourier to Koopman: Spectral Methods for Long-term Time Series Prediction JMLR 2021 Generative Semi-supervised Learning for Multivariate Time Series Imputation AAAI 2021 Hierarchical Adaptive Temporal-Relational Modeling for Stock Trend Prediction IJCAI 2021 Homogeneity Structure Learning in Large-scale Panel Data with Heavy-tailed Errors JMLR 2021 Inductive Graph Neural Networks for Spatiotemporal Kriging AAAI 2021 Learning Representations for Incomplete Time Series Clustering AAAI 2021 Learn to Predict Vertical Track Irregularity with Extremely Imbalanced Data ACML 2021 Linear Convergence of Gradient Methods for Estimating Structured Transition Matrices in High-dimensional Vector Autoregressive Models NeurIPS 2021 Location Predicts You: Location Prediction via Bi-direction Speculation and Dual-level Association IJCAI 2021 MixSeq: Connecting Macroscopic Time Series Forecasting with Microscopic Time Series Data NeurIPS 2021 Neural Flows: Efficient Alternative to Neural ODEs NeurIPS 2021 Non-parametric Quantile Regression via the K-NN Fused Lasso JMLR 2021 Online false discovery rate control for anomaly detection in time series NeurIPS 2021 Ordinal Historical Dependence in Graphical Event Models with Tree Representations AAAI 2021 Prediction of Landfall Intensity, Location, and Time of a Tropical Cyclone AAAI 2021 Probabilistic Forecasting: A Level-Set Approach NeurIPS 2021