no code implementations • 10 Aug 2015 • Oliver Schulte, Zhensong Qian
A multi-relational statistical model provides an integrated analysis of the heterogeneous and interdependent data resources in the database.
no code implementations • 2 Jul 2015 • Oliver Schulte, Zhensong Qian
To support our position, we have developed the FACTORBASE system, which uses SQL as a high-level scripting language for statistical-relational learning of a graphical model structure.
no code implementations • 28 Oct 2014 • Oliver Schulte, Zhensong Qian, Arthur E. Kirkpatrick, Xiaoqian Yin, Yan Sun
We describe an approach for learning both the RDN's structure and its parameters, given an input relational database: First learn a Bayesian network (BN), then transform the Bayesian network to an RDN.
no code implementations • 22 Aug 2014 • Zhensong Qian, Oliver Schulte, Yan Sun
With a naive enumeration approach, computing sufficient statistics for negative relationships is feasible only for small databases.