Research Article

Research on Dynamic Programming Strategy of Bayesian Network Structure Learning

Table 1

The CPS and NFS of the Asia network and those needed to be considered with and without priors in DP.

NodeStandardWithout priorsWith priors
CPSNFSCPSNFSCPSNFS

1{X2, X3}4{X \X1}128{X2, X3}4
2{X1, X7}4{X \X2}128{X1, X7}4
3{X1, X6}4{X \X3}128{X1, X6, X8}8
4{X5}2{X \X4}128{X5}2
5{X4, X6}4{X \X5}128{X4, X6, X8}8
6{X3, X5, X7, X8}16{X \X6}128{X3, X5, X8}8
7{X2, X6}4{X \X7}128{X2}2
8{X6}2{X \X8}128{X3, X5, X6}8