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granger causality

46 papers

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Also known as

GC

Co-occurring keywords

causal inference (1630) causal discovery (460) time series (435) hawkes process (90) event sequence (55) neural network (6616) time series analysis (175) vector autoregressive model (12) vector autoregression (19) graph neural network (3962)

Papers

Uncertainty Quantification for Inferring Hawkes Networks NIPS 2020
Spatio-Temporal Change Detection Using Granger Sequence Pattern IJCAI 2020
CAUSE: Learning Granger Causality from Event Sequences using Attribution Methods ICML 2020
Granger-Causal Attentive Mixtures of Experts: Learning Important Features with Neural Networks AAAI 2019
Fast Estimation of Causal Interactions using Wold Processes NIPS 2018
Causality Analysis of Twitter Sentiments and Stock Market Returns ACL 2018
Mapping distinct timescales of functional interactions among brain networks NIPS 2017
Learning Predictive Leading Indicators for Forecasting Time Series Systems with Unknown Clusters of Forecast Tasks ACML 2017
Detecting and Explaining Causes From Text For a Time Series Event EMNLP 2017
Regularized Estimation and Testing for High-Dimensional Multi-Block Vector-Autoregressive Models JMLR 2017
Uncertainty Assessment and False Discovery Rate Control in High-Dimensional Granger Causal Inference ICML 2017
Learning Granger Causality for Hawkes Processes ICML 2016
Causal Inference by Identification of Vector Autoregressive Processes with Hidden Components ICML 2015
Telling cause from effect in deterministic linear dynamical systems ICML 2015
Robust Estimation of Transition Matrices in High Dimensional Heavy-tailed Vector Autoregressive Processes ICML 2015
Discovering Temporal Causal Relations from Subsampled Data ICML 2015
Network Granger Causality with Inherent Grouping Structure JMLR 2015
A Cause and Effect Analysis of Motion Trajectories for Modeling Actions CVPR 2014
Complex Activity Recognition using Granger Constrained DBN (GCDBN) in Sports and Surveillance Video CVPR 2014
Causal Inference on Time Series using Restricted Structural Equation Models NIPS 2013
Graphical Gaussian modelling of multivariate time series with latent variables AISTATS 2010