Time Series Analysis

Ontology-Based Query Answering for Probabilistic Temporal Data AAAI 2019 Predicting Hurricane Trajectories Using a Recurrent Neural Network AAAI 2019 Prediction of Crowd Flow in City Complex with Missing Data ACML 2019 Regularizing Fully Convolutional Networks for Time Series Classification by Decorrelating Filters AAAI 2019 RobustSTL: A Robust Seasonal-Trend Decomposition Algorithm for Long Time Series AAAI 2019 RobustTrend: A Huber Loss with a Combined First and Second Order Difference Regularization for Time Series Trend Filtering IJCAI 2019 Scalable Bayesian Learning for State Space Models using Variational Inference with SMC Samplers AISTATS 2019 Sequential Recommender Systems: Challenges, Progress and Prospects IJCAI 2019 Similarity Preserving Representation Learning for Time Series Clustering IJCAI 2019 Spatiotemporal Multi-Graph Convolution Network for Ride-Hailing Demand Forecasting AAAI 2019 STG2Seq: Spatial-Temporal Graph to Sequence Model for Multi-step Passenger Demand Forecasting IJCAI 2019 Temporal Anomaly Detection: Calibrating the Surprise AAAI 2019 Unsupervised Scalable Representation Learning for Multivariate Time Series NeurIPS 2019 Using Clinical Notes with Time Series Data for ICU Management EMNLP 2019 Using time series and natural language processing to identify viral moments in the 2016 U.S. Presidential Debate NAACL 2019 Accurate and Diverse Sampling of Sequences Based on a “Best of Many” Sample Objective CVPR 2018 Bayesian Alignments of Warped Multi-Output Gaussian Processes NeurIPS 2018 Bayesian Nonparametric Poisson-Process Allocation for Time-Sequence Modeling AISTATS 2018 Causal Inference in Time Series via Supervised Learning IJCAI 2018 Concentration inequalities for empirical processes of linear time series JMLR 2018 Deconvolutional Time Series Regression: A Technique for Modeling Temporally Diffuse Effects EMNLP 2018 Deep State Space Models for Time Series Forecasting NeurIPS 2018 Differentially Private Change-Point Detection NeurIPS 2018 Dynamically Forming a Group of Human Forecasters and Machine Forecaster for Forecasting Economic Indicators IJCAI 2018 Efficient Bayesian Inference of Sigmoidal Gaussian Cox Processes JMLR 2018