1 citations · 1 across the 2 of their papers we have counts for
2 papers
cs.AI2022
SOLBP: Second-Order Loopy Belief Propagation for Inference in Uncertain Bayesian Networks
Conrad D. Hougen, Lance M. Kaplan, Magdalena Ivanovska +3
In second-order uncertain Bayesian networks, the conditional probabilities are only known within distributions, i.e., probabilities over probabilities. The delta-method has been ap…
stat.ML2022★ 1 cited
Uncertain Bayesian Networks: Learning from Incomplete Data
Conrad D. Hougen, Lance M. Kaplan, Federico Cerutti +1
When the historical data are limited, the conditional probabilities associated with the nodes of Bayesian networks are uncertain and can be empirically estimated. Second order esti…