From: Empirical evaluation of scoring functions for Bayesian network model selection
 | AIC | MDL | fNML | BDeu | ||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
GoldNet | Min | Mean | Max | STD | Min | Mean | Max | STD | Min | Mean | Max | STD | Min | Mean | Max | STD |
Austra | 3 | 10.72 | 21 | 5.02 | 0 | 1.50* | 13 | 3.49 | 11 | 12.44 | 31 | 4.78 | 0 | 1.94 | 14 | 4.02 |
Breast | 0 | 1.28 | 6 | 1.64 | 0 | 0.61 | 5 | 1.50 | 0 | 0.39 | 4 | 1.14 | 0 | 0.22* | 4 | 0.94 |
Car | 0 | 1.00 | 7 | 1.91 | 0 | 1.67 | 5 | 2.43 | 5 | 5.94 | 6 | 0.24 | 0 | 0.28* | 5 | 1.18 |
Cleve | 2 | 10.44 | 22 | 3.94 | 0 | 0.44* | 5 | 1.34 | 0 | 0.94 | 12 | 2.82 | 1 | 1.44 | 7 | 1.46 |
Crx | 9 | 15.28 | 24 | 4.20 | 3 | 4.67* | 18 | 3.79 | 13 | 14.44 | 34 | 4.94 | 3 | 5.72 | 18 | 4.56 |
Diabetes | 0 | 2.00 | 5 | 1.41 | 0 | 0.22* | 3 | 0.73 | 0 | 0.22* | 3 | 0.73 | 1 | 1.22 | 4 | 0.73 |
Glass | 0 | 0.00* | 0 | 0.00 | 0 | 0.00* | 0 | 0.00 | 0 | 0.06 | 1 | 0.24 | 1 | 1.00 | 1 | 0.00 |
Heart | 0 | 0.00* | 0 | 0.00 | 0 | 0.00* | 0 | 0.00 | 0 | 0.00* | 0 | 0.00 | 0 | 0.00* | 0 | 0.00 |
Hepatitis | 17 | 21.83 | 31 | 4.13 | 0 | 0.44* | 6 | 1.46 | 0 | 2.94 | 24 | 5.95 | 3 | 3.72 | 13 | 2.37 |
Iris | 0 | 1.78 | 5 | 1.80 | 0 | 0.33 | 3 | 0.97 | 0 | 0.17* | 3 | 0.71 | 1 | 1.33 | 4 | 0.97 |
Nursery | 0 | 3.61* | 12 | 3.99 | 0 | 4.94 | 8 | 3.28 | 8 | 9.22 | 16 | 2.18 | 0 | 4.39 | 8 | 2.77 |
Vehicle | 0 | 0.72 | 4 | 1.07 | 0 | 1.11 | 16 | 3.77 | 0 | 0.39 | 7 | 1.65 | 0 | 0.22* | 4 | 0.94 |
Voting | 8 | 14.61 | 32 | 6.15 | 0 | 1.11* | 16 | 3.77 | 0 | 2.50 | 31 | 7.42 | 0 | 1.28 | 19 | 4.47 |