International Joint Conference on Artificial Intelligence (IJCAI), Date: 2015/07/25 - 2015/07/31, Location: Buenos Aires, Argentina
Publication date:
2015-07-01
Volume:
2015-January
Pages:
1835 -
1842
ISSN:
9781577357384
Publisher:
IJCAI-INT JOINT CONF ARTIF INTELL
Proceedings of 24th International Joint Conference on Artificial Intelligence (IJCAI)
Author:
De Raedt, Luc
Dries, Anton ; Thon, Ingo ; Van den Broeck, Guy ; Verbeke, Mathias ; Yang, Q ; Wooldridge, M
Keywords:
rule learning, Science & Technology, Technology, Computer Science, Artificial Intelligence, Computer Science, Interdisciplinary Applications, Computer Science
Abstract:
We study the problem of inducing logic programs in a probabilistic setting, in which both the example descriptions and their classification can be proba- bilistic. The setting is incorporated in the proba- bilistic rule learner ProbFOIL + , which combines principles of the rule learner FOIL with ProbLog, a probabilistic Prolog. We illustrate the approach by applying it to the knowledge base of NELL, the Never-Ending Language Learner.