6 citations · 11 across the 4 of their papers we have counts for
4 papers
FactorBase: SQL for Learning A Multi-Relational Graphical Model
Oliver Schulte, Zhensong Qian
We describe FactorBase, a new SQL-based framework that leverages a relational database management system to support multi-relational model discovery. A multi-relational statistical…
SQL for SRL: Structure Learning Inside a Database System
Oliver Schulte, Zhensong Qian
The position we advocate in this paper is that relational algebra can provide a unified language for both representing and computing with statistical-relational objects, much as li…
Fast Learning of Relational Dependency Networks
Oliver Schulte, Zhensong Qian, Arthur E. Kirkpatrick +2
A Relational Dependency Network (RDN) is a directed graphical model widely used for multi-relational data. These networks allow cyclic dependencies, necessary to represent relation…
Computing Multi-Relational Sufficient Statistics for Large Databases
Zhensong Qian, Oliver Schulte, Yan Sun
Databases contain information about which relationships do and do not hold among entities. To make this information accessible for statistical analysis requires computing sufficien…