Research Article

Automatic Emergence Detection in Complex Systems

Table 11

BKFCS versus BN performance.

DatasetOmega = 0.1Omega = 0.3Omega = 0.6
False positiveTrue positiveFalse positive True positiveFalse positiveTrue positive rat
BKFCSBNBKFCSBNBKFCSBNBKFCSBNBKFCSBNBKFCSBN

Original
Balance-scale0.0540.3990.3060.3870.0760.0260.3750.2720.1760.1330.4760.067
Balloon0.0430.0210.1020.2270.0260.0330.1180.2200.0230.0430.1270.265
Breast_cancer0.0460.4710.1830.2830.0550.3010.3950.2210.0580.0180.5880.113
Cars0.0360.1350.0710.2350.0630.0610.1240.1820.1760.0760.5840.245
Hayesroth0.1590.0820.3980.2180.1160.0420.3470.1980.1930.0180.4110.218
Monks0.0410.0550.6490.2140.0100.0480.6750.1940.0000.0170.4850.158
Nursery0.4800.4650.8490.2170.3750.4630.6880.3150.2790.2520.6120.200
Tictactoe0.0520.4410.1870.2710.0830.3010.3790.2060.0980.1330.6740.063
Vote0.0150.0040.6870.0090.0100.0020.7970.0110.0190.0040.8990.002
Lymphography0.0230.1810.5670.2890.0260.0960.7460.2830.0330.0000.7940.074
Krvskp0.0430.0140.6200.1220.0560.0160.6200.1190.0530.0150.7130.042
Mushroom0.0290.0010.1580.1710.0250.0020.3070.1000.0290.0040.6460.007
Connect 40.1890.5850.3150.4610.2210.4370.4680.3860.2270.2570.6350.237

Perturbedā€‰
Balance-scale0.0550.4030.3140.3900.0730.0290.3790.2790.1410.0940.5330.065
Balloon0.0460.0170.1220.1880.0210.0420.1220.2100.0300.0480.1210.185
Breast_cancer0.0520.4410.2060.3030.0320.2790.4480.2330.0330.0570.6070.104
Cars0.0270.1360.0570.2400.0600.0590.1220.2060.1550.0650.5130.236
Hayesroth0.2740.0820.6620.1640.2210.0730.5360.1350.2720.0430.5490.110
Monks0.0360.0550.6340.2020.0120.0430.6860.1820.0000.0150.5730.146
Nursery0.4800.4650.8490.2170.3770.4620.6880.3140.2780.2510.6130.200
Tictactoe0.0590.4470.1940.2800.0850.2770.4310.1930.1400.0990.7130.067
Vote0.0140.0040.6790.0160.0080.0020.8020.0130.0290.0000.8930.007
Lymphography0.0270.1420.5630.2890.0000.0220.6080.2540.0200.0200.5860.121
Krvskp0.0390.0250.7030.0590.0820.0450.6940.0340.1200.0550.4190.034
Mushroom0.0240.0050.6740.0670.0530.0070.8620.0200.2730.0320.8950.006
Connect 40.0690.2030.4980.5150.0080.0230.5290.4770.0310.0340.4620.283