@inproceedings{Chu2005DrivenMF, title={Driven Methods for Granger Causality and Contemporaneous Causality with Non-Linear Corrections : Climate Teleconnection Mechanisms}, author={Tianjiao Chu and David Danks and Clark Glymour}, year={2005} }

- Published 2005

We describe a unification of old and recent ideas for formulating graphical models to explain time series data, including Granger causality, semi-automated search procedures for graphical causal models, modeling of contemporaneous influences in times series, and heuristic generalized additive model corrections to linear models. We illustrate the procedures by finding a structure of exogenous variables and mediating variables among time series of remote geospatial indices of ocean surface… CONTINUE READING