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
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