Probabilistic Inductive Querying Using ProbLog
Luc De Raedt, Angelika Kimmig, Bernd Gutmann, Kristian Kersting, Vitor Santos Costa and Hannu Toivonen
Inductive Databases and Constraint-Based Data Mining
We study how probabilistic reasoning and inductive querying can be com-
bined within ProbLog, a recent probabilistic extension of Prolog. ProbLog can be re-
garded as a database system that supports both probabilistic and inductive reasoning
through a variety of querying mechanisms. After a short introduction to ProbLog,
we provide a survey of the different types of inductive queries that ProbLog supports, and show how it can be applied to the mining of large biological networks.