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Unassorted links.

Some useful theory and mechanisms:

• Probabilistic Logic Learning (2004) Luc De Raedt, Kristian Kersting
  • slides: Probabilistic Logic Learning Taneli Mielikinen 2005
• Logical Markov Decision Programs (2003) Kristian Kersting, Luc De Raedt
• Semantics and Inference for Recursive Probability Models Avi Pfeffer, Daphne Koller, 2000
• A Revisionist View of Blackboard Systems Norman Carver, 1997
• Machine Learning Lecture Notes, a MIT course

More:

• Probabilistic Reasoning for Complex Systems, A.J. Pfeffer. PhD Thesis, 2000
• Probabilistic Inductive Logic Programming, Luc De Raedt and Kristian Kersting, 2004