Connectionists: Announcing new tutorial on conditional random fields

Charles Sutton casutton at cs.umass.edu
Tue Mar 7 20:45:05 EST 2006


Andrew McCallum and I have written a new tutorial on conditional  
random fields:

	An Introduction to Conditional Random Fields for Relational Learning.
	Charles Sutton and Andrew McCallum.
	In Introduction to Statistical Relational Learning. Edited by Lise  
Getoor and Ben Taskar.
	To appear.
	http://www.cs.umass.edu/~casutton/publications/crf-tutorial.pdf

It describes linear-chain CRFs, CRFs over general graphs, learning  
with latent variables, and many
implementation concerns that arise when applying CRFs in practice. It  
also presents a case study
of applying a loopy CRF to a practical natural language problem.

Best wishes,
Charles





More information about the Connectionists mailing list