10 citations · 15 across the 9 of their papers we have counts for
Showing 2025Show all
2 papers · 1 filter
stat.ME2025
Structural Refinement of Bayesian Networks for Efficient Model Parameterisation
Kieran Drury, Martine J. Barons, Jim Q. Smith
Many Bayesian network modelling applications suffer from the issue of data scarcity. Hence the use of expert judgement often becomes necessary to determine the parameters of the co…
stat.ME2025
Surjective Independence of Causal Influences for Local Bayesian Network Structures
Kieran Drury, Martine J. Barons, Jim Q. Smith
The very expressiveness of Bayesian networks can introduce fresh challenges due to the large number of relationships they often model. In many domains, it is thus often essential t…