Granger Causality and Dynamic Structural Systems

author: Halbert White, UC San Diego
published: Jan. 19, 2010,   recorded: December 2009,   views: 7673


Related Open Educational Resources

Related content

Report a problem or upload files

If you have found a problem with this lecture or would like to send us extra material, articles, exercises, etc., please use our ticket system to describe your request and upload the data.
Enter your e-mail into the 'Cc' field, and we will keep you updated with your request's status.
Lecture popularity: You need to login to cast your vote.


Using a generally applicable dynamic structural system of equations, we give natural definitions of direct and total structural causality applicable to both structural VARs and recursive structures representing time-series natural experiments. These concepts enable us to forge a previously missing link between Granger (G-) causality and structural causality by showing that, given a corresponding conditional form of exogeneity, G- causality holds if and only if a corresponding form of structural causality holds. Of importance for applications is the structural characterization of finite-order G-causality, which forms the basisfor most empirical work. We show that conditional exogeneity is necessary for valid structural inference and prove that in the absence of structural causality, conditional exogeneity is equivalent to G non-causality. We provide practical new G-causality and conditional exogeneity tests and describe their use in testing for structural causality.

See Also:

Download slides icon Download slides: nips09_white_gcdss_01.pdf (6.6┬áMB)

Help icon Streaming Video Help

Link this page

Would you like to put a link to this lecture on your homepage?
Go ahead! Copy the HTML snippet !

Write your own review or comment:

make sure you have javascript enabled or clear this field: