Automatic Emergence Detection in Complex Systems

Table 12

Performance comparison of BNs learned by different scoring functions.

	Bayes	BDeu	MDL	MIT	AIC
Bs	91.4	91.4	91.4	74.7	91.4
Ba	71.1	71.1	69.7	76.3	78.9
Bc	74.8	69.6	69.6	69.6	71.0
Ca	93.5	93.8	83.3	20.1	93.6
Ha	67.4	81.1	81.1	67.4	73.5
Mo	74.6	74.6	74.6	91.9	77.5
Nu	94.3	93.3	91.7	0.0	95.3
Ti	80.0	68.2	68.7	76.5	86.2
Vo	95.2	94.9	95.6	92.9	95.4
Ly	81.8	78.4	75.0	72.3	76.4
Kr	97.5	97.1	95.2	96.9	96.8
Mu	100.0	100.0	99.3	99.0	99.7
Co	70.5	67.5	67.2	71.8	69.3
Avg	84.0	83.1	81.7	70.0	85.0