Local query mining in a probabilistic prolog
Angelika Kimmig, Luc De Raedt · Lirias (KU Leuven) · 2009
Local pattern mining is concerned with finding the set of patterns that satisfy a constraint in a database. We study local pattern mining in the context of ProbLog, a probabilistic Prolog system, and intro-duce an approach for finding correlated patterns in the form of queries in such a Prolog system. The approach combines principles of inductive logic programming, data mining and statistical relational learning. Experiments on a challenging biological network mining task provide evidence for the inter-estingness of the approach. 1