time series forecasting

Sparse and Low-bias Estimation of High Dimensional Vector Autoregressive Models L4DC 2020 Spectral Temporal Graph Neural Network for Multivariate Time-series Forecasting NeurIPS 2020 Towards Better Forecasting by Fusing Near and Distant Future Visions AAAI 2020 CAFE: Adaptive VDI Workload Prediction with Multi-Grained Features AAAI 2019 Cogra: Concept-Drift-Aware Stochastic Gradient Descent for Time-Series Forecasting AAAI 2019 DyAt Nets: Dynamic Attention Networks for State Forecasting in Cyber-Physical Systems IJCAI 2019 Enhancing the Locality and Breaking the Memory Bottleneck of Transformer on Time Series Forecasting NeurIPS 2019 Forecasting Intra-Hour Imbalances in Electric Power Systems AAAI 2019 Foundations of Sequence-to-Sequence Modeling for Time Series AISTATS 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 Learning Interpretable Deep State Space Model for Probabilistic Time Series Forecasting IJCAI 2019 Memory in Memory: A Predictive Neural Network for Learning Higher-Order Non-Stationarity From Spatiotemporal Dynamics CVPR 2019 Multivariate Time Series Prediction Based on Optimized Temporal Convolutional Networks with Stacked Auto-encoders ACML 2019 On Asymptotic and Finite-Time Optimality of Bayesian Predictors JMLR 2019 Online Forecasting of Total-Variation-bounded Sequences NeurIPS 2019 On-Line Learning of Linear Dynamical Systems: Exponential Forgetting in Kalman Filters AAAI 2019 Predicting Hurricane Trajectories Using a Recurrent Neural Network AAAI 2019 Predicting Urban Dispersal Events: A Two-Stage Framework through Deep Survival Analysis on Mobility Data AAAI 2019 Shape and Time Distortion Loss for Training Deep Time Series Forecasting Models NeurIPS 2019 Think Globally, Act Locally: A Deep Neural Network Approach to High-Dimensional Time Series Forecasting NeurIPS 2019 Autoregressive Convolutional Neural Networks for Asynchronous Time Series ICML 2018 Deep State Space Models for Time Series Forecasting NeurIPS 2018 Hierarchical Electricity Time Series Forecasting for Integrating Consumption Patterns Analysis and Aggregation Consistency IJCAI 2018