Statistical Relational Learing: Probabilistic Entity-Relationship Models

[FRosner]

• read about plate models, DAPER, PRM
• look at http://www.cs.mcgill.ca/~fkaeli/probrem/index.html

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Related Work

Plate models:

• Buntine, Wray L. "Operations for learning with graphical models." arXiv preprint cs/9412102 (1994).
• Gilks, Wally R., Andrew Thomas, and David J. Spiegelhalter. "A language and program for complex Bayesian modelling." The Statistician (1994): 169-177.

Probabilistic Relational Models:

• Friedman, Nir, et al. "Learning probabilistic relational models." IJCAI. Vol. 99. 1999.

Good book:

• Getoor, Lise, and Ben Taskar, eds. Introduction to statistical relational learning. MIT press, 2007.