23 citations · 23 across the 2 of their papers we have counts for
3 papers
cs.AI2019
Sum-Product Network Decompilation
Cory J. Butz, Jhonatan S. Oliveira, Robert Peharz
There exists a dichotomy between classical probabilistic graphical models, such as Bayesian networks (BNs), and modern tractable models, such as sum-product networks (SPNs). The fo…
cs.AI2013
A Method for Implementing a Probabilistic Model as a Relational Database
Michael S. K. M. Wong, C. J. Butz, Yang Xiang
This paper discusses a method for implementing a probabilistic inference system based on an extended relational data model. This model provides a unified approach for a variety of…
cs.AI2013★ 23 cited
Contextual Weak Independence in Bayesian Networks
Michael S. K. M. Wong, C. J. Butz
It is well-known that the notion of (strong) conditional independence (CI) is too restrictive to capture independencies that only hold in certain contexts. This kind of contextual…