Time Series

Linear Time Complexity Time Series Clustering with Symbolic Pattern Forest IJCAI 2019 MAN: Moment Alignment Network for Natural Language Moment Retrieval via Iterative Graph Adjustment CVPR 2019 Meta Learning with Relational Information for Short Sequences NeurIPS 2019 Prediction of Crowd Flow in City Complex with Missing Data ACML 2019 RobustSTL: A Robust Seasonal-Trend Decomposition Algorithm for Long Time Series AAAI 2019 Spatiality Preservable Factored Poisson Regression for Large-Scale Fine-Grained GPS-Based Population Analysis AAAI 2019 Think Globally, Act Locally: A Deep Neural Network Approach to High-Dimensional Time Series Forecasting NeurIPS 2019 Deep Poisson gamma dynamical systems NeurIPS 2018 Deep State Space Models for Time Series Forecasting NeurIPS 2018 Differentially Private Change-Point Detection NeurIPS 2018 GeoMAN: Multi-level Attention Networks for Geo-sensory Time Series Prediction IJCAI 2018 Hierarchical Electricity Time Series Forecasting for Integrating Consumption Patterns Analysis and Aggregation Consistency IJCAI 2018 Inferring Latent Velocities from Weather Radar Data using Gaussian Processes NeurIPS 2018 Learning a Warping Distance from Unlabeled Time Series Using Sequence Autoencoders NeurIPS 2018 Machine Learning Approaches to Reduce Electrical Waste and Improve Power Grid Stability IJCAI 2018 Modelling sparsity, heterogeneity, reciprocity and community structure in temporal interaction data NeurIPS 2018 Multivariate Bayesian Structural Time Series Model JMLR 2018 Multivariate Time Series Imputation with Generative Adversarial Networks NeurIPS 2018 Nonparametric Bayesian sparse graph linear dynamical systems AISTATS 2018 Parsimonious Quantile Regression of Financial Asset Tail Dynamics via Sequential Learning NeurIPS 2018 Periodic-CRN: A Convolutional Recurrent Model for Crowd Density Prediction with Recurring Periodic Patterns IJCAI 2018 Precision and Recall for Time Series NeurIPS 2018 PredCNN: Predictive Learning with Cascade Convolutions IJCAI 2018 Predicting Complex Activities from Ongoing Multivariate Time Series IJCAI 2018 Safe Active Learning for Time-Series Modeling with Gaussian Processes NeurIPS 2018