19th September 2005 — Statistical relational learning
Probabilistic Models for Relational Data. D. Heckerman, C. Meek, and D. Koller. Technical Report MSR-TR-2004-30.
Markov Logic: A unifying framework for statistical relational learning
PRM examples came from:
- Learning Probabilistic Relational Models, L. Getoor, N. Friedman, D. Koller, and A. Pfeffer. Invited contribution to the book Relational Data Mining, S. Dzeroski and N. Lavrac, Eds., Springer-Verlag, 2001.
- Learning Probabilistic Models of Link Structure, L. Getoor, N. Friedman, D. Koller, B. Taskar, Journal of Machine Learning Research, 2002.
An application of Markov Logic can be found in:
- M. Richardson and P. Domigos, Markov Logic Networks, Machine Learning. To appear.