International Conference on Inductive Logic Programming (ILP), Date: 2010/06/27 - 2010/06/30, Location: Florence, Italy
Publication date:
2010-01-01
Volume:
6489
Pages:
76 -
91
ISSN:
978-3-642-21294-9
Publisher:
Springer; Berlin / Heidelberg
Inductive Logic Programming
Author:
Gutmann, Bernd
Jaeger, Manfred ; De Raedt, Luc ; Frasconi, Paolo ; Lisi, Francesa Alessandra
Keywords:
Science & Technology, Technology, Computer Science, Artificial Intelligence, Logic, Computer Science, Science & Technology - Other Topics
Abstract:
ProbLog is a recently introduced probabilistic extension of Prolog. The key contribution of this paper is that we extend ProbLog with abilities to specify continuous distributions and that we show how ProbLog's exact inference mechanism can be modified to cope with such distributions. The resulting inference engine combines an interval calculus with a dynamic discretization algorithm into an effective solver.