78 citations · 79 across the 4 of their papers we have counts for
4 papers
Analysis in HUGIN of Data Conflict
Bo Chamberlain, Finn Verner Jensen, Frank Jensen +1
After a brief introduction to causal probabilistic networks and the HUGIN approach, the problem of conflicting data is discussed. A measure of conflict is defined, and it is used i…
Approximations in Bayesian Belief Universe for Knowledge Based Systems
Frank Jensen, S. K. Anderson
When expert systems based on causal probabilistic networks (CPNs) reach a certain size and complexity, the "combinatorial explosion monster" tends to be present. We propose an appr…
From Influence Diagrams to Junction Trees
Frank Jensen, Finn Verner Jensen, Soren L. Dittmer
We present an approach to the solution of decision problems formulated as influence diagrams. This approach involves a special triangulation of the underlying graph, the constructi…
Optimal Junction Trees
Finn Verner Jensen, Frank Jensen
The paper deals with optimality issues in connection with updating beliefs in networks. We address two processes: triangulation and construction of junction trees. In the first par…