Time Series Analysis

Diffeomorphic Temporal Alignment Nets NeurIPS 2019 Discovering Temporal Patterns from Insurance Interaction Data AAAI 2019 Distribution Learning of a Random Spatial Field with a Location-Unaware Mobile Sensor NeurIPS 2019 Dynamic Spatial-Temporal Graph Convolutional Neural Networks for Traffic Forecasting AAAI 2019 Estimating the Causal Effect from Partially Observed Time Series AAAI 2019 FEARS: a Feature and Representation Selection approach for Time Series Classification ACML 2019 Forecasting Intra-Hour Imbalances in Electric Power Systems AAAI 2019 Foundations of Sequence-to-Sequence Modeling for Time Series AISTATS 2019 Fully Neural Network based Model for General Temporal Point Processes NeurIPS 2019 Gated Residual Recurrent Graph Neural Networks for Traffic Prediction AAAI 2019 GSTNet: Global Spatial-Temporal Network for Traffic Flow Prediction IJCAI 2019 High-dimensional multivariate forecasting with low-rank Gaussian Copula Processes NeurIPS 2019 Identifying Predictive Causal Factors from News Streams EMNLP 2019 Kernels for Sequentially Ordered Data JMLR 2019 Learning Hawkes Processes from a handful of events NeurIPS 2019 Learning Linear Dynamical Systems with Semi-Parametric Least Squares COLT 2019 Learning Representations for Time Series Clustering NeurIPS 2019 Learning the Structure of a Nonstationary Vector Autoregression AISTATS 2019 Listener Preference on the Local Criterion for Ideal Binary-Masked Speech Interspeech 2019 Multi-resolution Multi-task Gaussian Processes NeurIPS 2019 Multi-Task Time Series Analysis applied to Drug Response Modelling AISTATS 2019 Multivariate Time Series Prediction Based on Optimized Temporal Convolutional Networks with Stacked Auto-encoders ACML 2019 Neural Jump Stochastic Differential Equations NeurIPS 2019 Nonparallel Emotional Speech Conversion Interspeech 2019 Online Decentralized Leverage Score Sampling for Streaming Multidimensional Time Series AISTATS 2019