Publications 2012

Identifying the relevant nodes without learning the model
J.M. Pena, R. Nilsson, J. Björkegren, J. Tegnér
arXiv preprint arXiv:1206.6847, 2012
J.M. Pena, R. Nilsson, J. Björkegren, J. Tegnér
Relevant nodes; Bayesian network; Databases
2012
​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, consistent, and does not require learning a Bayesian network first. Therefore, our method can be applied to high-dimensional databases, e.g. gene expression databases.


Identifying the relevant nodes without learning the model.pdfIdentifying the relevant nodes without learning the model.pdf