Time Series Analysis

Normalizing Kalman Filters for Multivariate Time Series Analysis NeurIPS 2020 OMuLeT: Online Multi-Lead Time Location Prediction for Hurricane Trajectory Forecasting AAAI 2020 Oops! Predicting Unintentional Action in Video CVPR 2020 OptStream: Releasing Time Series Privately (Extended Abstract) IJCAI 2020 Patient-Specific Effects of Medication Using Latent Force Models with Gaussian Processes AISTATS 2020 Post-Estimation Smoothing: A Simple Baseline for Learning with Side Information AISTATS 2020 Privately detecting changes in unknown distributions ICML 2020 Probabilistic Time Series Forecasting with Shape and Temporal Diversity NeurIPS 2020 Pursuit of Low-Rank Models of Time-Varying Matrices Robust to Sparse and Measurement Noise AAAI 2020 pyts: A Python Package for Time Series Classification JMLR 2020 Recurrent Dirichlet Belief Networks for interpretable Dynamic Relational Data Modelling IJCAI 2020 Recurrent Switching Dynamical Systems Models for Multiple Interacting Neural Populations NeurIPS 2020 Regularized Estimation of High-dimensional Factor-Augmented Vector Autoregressive (FAVAR) Models JMLR 2020 scikit-survival: A Library for Time-to-Event Analysis Built on Top of scikit-learn JMLR 2020 Semi-parametric Learning of Structured Temporal Point Processes JMLR 2020 Sparse and low-rank multivariate Hawkes processes JMLR 2020 Spatio-temporal alignments: Optimal transport through space and time AISTATS 2020 Spatio-Temporal Change Detection Using Granger Sequence Pattern IJCAI 2020 Spectral Temporal Graph Neural Network for Multivariate Time-series Forecasting NeurIPS 2020 TapNet: Multivariate Time Series Classification with Attentional Prototypical Network AAAI 2020 Temporal Attribute Prediction via Joint Modeling of Multi-Relational Structure Evolution IJCAI 2020 Tensor Completion for Weakly-Dependent Data on Graph for Metro Passenger Flow Prediction AAAI 2020 Tensorized LSTM with Adaptive Shared Memory for Learning Trends in Multivariate Time Series AAAI 2020 The Area of the Convex Hull of Sampled Curves: a Robust Functional Statistical Depth measure AISTATS 2020 The Hawkes Edge Partition Model for Continuous-time Event-based Temporal Networks UAI 2020