Statistical Relational Learning

Many SRL approaches have been developed• knowledge-based model construction [Wellman et al., 1992]• stochastic logic programs [Muggleton, 1996]• probabilistic relational models [Friedman et al., 1999]• relational Markov networks [Taskar et al., 2002]• constraint logic programming for probabilistic knowledge [Santos Costa et al., UAI 2003]• Bayesian logic [Milch et al., 2005]✓ Markov logic [Richardson & Domingos, Machine Learning 2006]• etc.