time series analysis

Multi-Task Time Series Analysis applied to Drug Response Modelling AISTATS 2019 Predicting Sick Patient Volume in a Pediatric Outpatient Setting using Time Series Analysis MLHC 2019 SOM-VAE: Interpretable Discrete Representation Learning on Time Series ICLR 2019 Unsupervised Discovery of Temporal Structure in Noisy Data with Dynamical Components Analysis NeurIPS 2019 Using time series and natural language processing to identify viral moments in the 2016 U.S. Presidential Debate NAACL 2019 Causal Inference in Time Series via Supervised Learning IJCAI 2018 Causality Analysis of Twitter Sentiments and Stock Market Returns ACL 2018 Concentration inequalities for empirical processes of linear time series JMLR 2018 Differentially Private Change-Point Detection NeurIPS 2018 Dimensionality Reduction for Stationary Time Series via Stochastic Nonconvex Optimization NeurIPS 2018 Dynamic and Static Topic Model for Analyzing Time-Series Document Collections ACL 2018 Metric on Nonlinear Dynamical Systems with Perron-Frobenius Operators NeurIPS 2018 Pattern-Based Behavioural Analysis on Neurosurgical Simulation Data MLHC 2018 Robust and Scalable Models of Microbiome Dynamics ICML 2018 State Space Gaussian Processes with Non-Gaussian Likelihood ICML 2018 The Trajectory of Voice Onset Time with Vocal Aging Interspeech 2018 Detecting and Explaining Causes From Text For a Time Series Event EMNLP 2017 Detrended Partial Cross Correlation for Brain Connectivity Analysis NeurIPS 2017 Independence clustering (without a matrix) NeurIPS 2017 Random Projection Filter Bank for Time Series Data NeurIPS 2017 Regularized Estimation and Testing for High-Dimensional Multi-Block Vector-Autoregressive Models JMLR 2017 Soft-DTW: a Differentiable Loss Function for Time-Series ICML 2017 Stochastic Online Anomaly Analysis for Streaming Time Series IJCAI 2017 Tracking the Evolution of Customer Purchase Behavior Segmentation via a Fragmentation-Coagulation Process IJCAI 2017 A Bayesian Nonparametric Approach for Estimating Individualized Treatment-Response Curves MLHC 2016