Compressing probabilistic Prolog programs (2008)
De Raedt, L., Kersting, K., Kimmig, A., Revoredo, K., Toivonen, H.
ProbLog is a recently introduced probabilistic extension of Prolog (De Raedt, et al. in Proceedings of the 20th international joint conference on artificial intelligence, pp. 2468S2473, 2007). A...
Bellman goes Relational (2004)
Kersting, K., Van Otterlo, M., De Raedt, L.
Motivated by the interest in relational reinforcement learning, we introduce a novel relational Bellman update operator called ReBel. It employs a constraint logic programming language to compactly...
Bellman goes Relational (extended abstract) (2004)
Van Otterlo, M., Kersting, K., De Raedt, L.
We introduce REBEL, a relational Bellman update operator that can be used for Markov Decision Processes in - possibly infinite - relational domains. Using REBEL we develop a relational value...