2 papers
stat.ML2016
Representing Independence Models with Elementary Triplets
Jose M. Peña
In an independence model, the triplets that represent conditional independences between singletons are called elementary. It is known that the elementary triplets represent the ind…
cs.LG2012
Identifying the Relevant Nodes Without Learning the Model
Jose M. Pena, Roland Nilsson, Johan Björkegren +1
We propose a method to identify all the nodes that are relevant to compute all the conditional probability distributions for a given set of nodes. Our method is simple, effcient, c…