Research Article
Automatic Emergence Detection in Complex Systems
Table 11
BKFCS versus BN performance.
| Dataset | Omega = 0.1 | Omega = 0.3 | Omega = 0.6 | False positive | True positive | False positive | True positive | False positive | True positive rat | BKFCS | BN | BKFCS | BN | BKFCS | BN | BKFCS | BN | BKFCS | BN | BKFCS | BN |
| Original | Balance-scale | 0.054 | 0.399 | 0.306 | 0.387 | 0.076 | 0.026 | 0.375 | 0.272 | 0.176 | 0.133 | 0.476 | 0.067 | Balloon | 0.043 | 0.021 | 0.102 | 0.227 | 0.026 | 0.033 | 0.118 | 0.220 | 0.023 | 0.043 | 0.127 | 0.265 | Breast_cancer | 0.046 | 0.471 | 0.183 | 0.283 | 0.055 | 0.301 | 0.395 | 0.221 | 0.058 | 0.018 | 0.588 | 0.113 | Cars | 0.036 | 0.135 | 0.071 | 0.235 | 0.063 | 0.061 | 0.124 | 0.182 | 0.176 | 0.076 | 0.584 | 0.245 | Hayesroth | 0.159 | 0.082 | 0.398 | 0.218 | 0.116 | 0.042 | 0.347 | 0.198 | 0.193 | 0.018 | 0.411 | 0.218 | Monks | 0.041 | 0.055 | 0.649 | 0.214 | 0.010 | 0.048 | 0.675 | 0.194 | 0.000 | 0.017 | 0.485 | 0.158 | Nursery | 0.480 | 0.465 | 0.849 | 0.217 | 0.375 | 0.463 | 0.688 | 0.315 | 0.279 | 0.252 | 0.612 | 0.200 | Tictactoe | 0.052 | 0.441 | 0.187 | 0.271 | 0.083 | 0.301 | 0.379 | 0.206 | 0.098 | 0.133 | 0.674 | 0.063 | Vote | 0.015 | 0.004 | 0.687 | 0.009 | 0.010 | 0.002 | 0.797 | 0.011 | 0.019 | 0.004 | 0.899 | 0.002 | Lymphography | 0.023 | 0.181 | 0.567 | 0.289 | 0.026 | 0.096 | 0.746 | 0.283 | 0.033 | 0.000 | 0.794 | 0.074 | Krvskp | 0.043 | 0.014 | 0.620 | 0.122 | 0.056 | 0.016 | 0.620 | 0.119 | 0.053 | 0.015 | 0.713 | 0.042 | Mushroom | 0.029 | 0.001 | 0.158 | 0.171 | 0.025 | 0.002 | 0.307 | 0.100 | 0.029 | 0.004 | 0.646 | 0.007 | Connect 4 | 0.189 | 0.585 | 0.315 | 0.461 | 0.221 | 0.437 | 0.468 | 0.386 | 0.227 | 0.257 | 0.635 | 0.237 |
| Perturbed | ā | Balance-scale | 0.055 | 0.403 | 0.314 | 0.390 | 0.073 | 0.029 | 0.379 | 0.279 | 0.141 | 0.094 | 0.533 | 0.065 | Balloon | 0.046 | 0.017 | 0.122 | 0.188 | 0.021 | 0.042 | 0.122 | 0.210 | 0.030 | 0.048 | 0.121 | 0.185 | Breast_cancer | 0.052 | 0.441 | 0.206 | 0.303 | 0.032 | 0.279 | 0.448 | 0.233 | 0.033 | 0.057 | 0.607 | 0.104 | Cars | 0.027 | 0.136 | 0.057 | 0.240 | 0.060 | 0.059 | 0.122 | 0.206 | 0.155 | 0.065 | 0.513 | 0.236 | Hayesroth | 0.274 | 0.082 | 0.662 | 0.164 | 0.221 | 0.073 | 0.536 | 0.135 | 0.272 | 0.043 | 0.549 | 0.110 | Monks | 0.036 | 0.055 | 0.634 | 0.202 | 0.012 | 0.043 | 0.686 | 0.182 | 0.000 | 0.015 | 0.573 | 0.146 | Nursery | 0.480 | 0.465 | 0.849 | 0.217 | 0.377 | 0.462 | 0.688 | 0.314 | 0.278 | 0.251 | 0.613 | 0.200 | Tictactoe | 0.059 | 0.447 | 0.194 | 0.280 | 0.085 | 0.277 | 0.431 | 0.193 | 0.140 | 0.099 | 0.713 | 0.067 | Vote | 0.014 | 0.004 | 0.679 | 0.016 | 0.008 | 0.002 | 0.802 | 0.013 | 0.029 | 0.000 | 0.893 | 0.007 | Lymphography | 0.027 | 0.142 | 0.563 | 0.289 | 0.000 | 0.022 | 0.608 | 0.254 | 0.020 | 0.020 | 0.586 | 0.121 | Krvskp | 0.039 | 0.025 | 0.703 | 0.059 | 0.082 | 0.045 | 0.694 | 0.034 | 0.120 | 0.055 | 0.419 | 0.034 | Mushroom | 0.024 | 0.005 | 0.674 | 0.067 | 0.053 | 0.007 | 0.862 | 0.020 | 0.273 | 0.032 | 0.895 | 0.006 | Connect 4 | 0.069 | 0.203 | 0.498 | 0.515 | 0.008 | 0.023 | 0.529 | 0.477 | 0.031 | 0.034 | 0.462 | 0.283 |
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