172 citations · 786 across the 27 of their papers we have counts for
3 papers · 1 filter
A Bayesian Network Scoring Metric That Is Based On Globally Uniform Parameter Priors
Mehmet Kayaalp, Gregory F. Cooper
We introduce a new Bayesian network (BN) scoring metric called the Global Uniform (GU) metric. This metric is based on a particular type of default parameter prior. Such priors may…
Bayesian Biosurveillance of Disease Outbreaks
Gregory F. Cooper, Denver Dash, John Levander +3
Early, reliable detection of disease outbreaks is a critical problem today. This paper reports an investigation of the use of causal Bayesian networks to model spatio-temporal patt…
A theoretical study of Y structures for causal discovery
Subramani Mani, Peter L. Spirtes, Gregory F. Cooper
There are several existing algorithms that under appropriate assumptions can reliably identify a subset of the underlying causal relationships from observational data. This paper i…