Time Series Analysis

End-to-End Time Series Imputation via Residual Short Paths ACML 2018 Exploiting Graph Regularized Multi-dimensional Hawkes Processes for Modeling Events with Spatio-temporal Characteristics IJCAI 2018 Fast Estimation of Causal Interactions using Wold Processes NeurIPS 2018 Forward-Backward Splitting for Time-Varying Graphical Models PGM 2018 GeoMAN: Multi-level Attention Networks for Geo-sensory Time Series Prediction IJCAI 2018 Learning a Warping Distance from Unlabeled Time Series Using Sequence Autoencoders NeurIPS 2018 Learning Localized Spatio-Temporal Models From Streaming Data ICML 2018 Learning Low-Dimensional Temporal Representations ICML 2018 Missing Slice Recovery for Tensors Using a Low-Rank Model in Embedded Space CVPR 2018 Multidimensional Time Series Anomaly Detection: A GRU-based Gaussian Mixture Variational Autoencoder Approach ACML 2018 Multivariate Bayesian Structural Time Series Model JMLR 2018 Multivariate Time Series Imputation with Generative Adversarial Networks NeurIPS 2018 MUSCAT: Multi-Scale Spatio-Temporal Learning with Application to Climate Modeling IJCAI 2018 NeuCast: Seasonal Neural Forecast of Power Grid Time Series IJCAI 2018 Parsimonious Quantile Regression of Financial Asset Tail Dynamics via Sequential Learning NeurIPS 2018 Postfiltering with Complex Spectral Correlations for Speech and Audio Coding Interspeech 2018 Post-Regularization Inference for Time-Varying Nonparanormal Graphical Models JMLR 2018 Precision and Recall for Time Series NeurIPS 2018 QuantTree: Histograms for Change Detection in Multivariate Data Streams ICML 2018 Real-time Traffic Pattern Analysis and Inference with Sparse Video Surveillance Information IJCAI 2018 Robust and Scalable Models of Microbiome Dynamics ICML 2018 Self-similarity Matrix Based Intelligibility Assessment of Cleft Lip and Palate Speech Interspeech 2018 Spatio-temporal Bayesian On-line Changepoint Detection with Model Selection ICML 2018 State Space Gaussian Processes with Non-Gaussian Likelihood ICML 2018 Taylor’s law for Human Linguistic Sequences ACL 2018