Research Article
Software Defect Prediction for Healthcare Big Data: An Empirical Evaluation of Machine Learning Techniques
Table 9
Comparative analysis of RAE.
| S. No. | Technique | AR1 | AR3 | CM1 | JM1 | KC2 | KC3 | MC1 |
| 1 | SVM | 57.249 | 47.908 | 58.379 | 60.9388 | 52.7775 | 59.2313 | 49.9624 | 2 | J48 | 87.9769 | 69.248 | 98.2132 | 85.9021 | 72.675 | 77.8877 | 69.4547 | 3 | RF | 87.9611 | 63.4368 | 91.1945 | 82.7532 | 67.4929 | 84.3792 | 57.6946 | 4 | MLP | 71.8266 | 47.4611 | 87.6482 | 85.7559 | 69.135 | 77.8521 | 49.9963 | 5 | RBF | 107.8175 | 78.1281 | 100.974 | 92.5753 | 73.3103 | 98.3279 | 174.0763 | 6 | HMM | 346.3562 | 215.586 | 279.5455 | 166.9291 | 153.0549 | 164.1553 | 3477.5284 | 7 | CDT | 95.4752 | 90.1037 | 97.5893 | 87.9121 | 70.29 | 91.9819 | 78.072 | 8 | A1DE | 108.7465 | 43.7714 | 105.4305 | 86.5138 | 60.3 | 88.8947 | 179.4312 | 9 | NB | 105.249 | 46.7686 | 85.2218 | 62.2139 | 50.1471 | 70.9899 | 410.217 | 10 | KNN | 72.3151 | 66.846 | 86.6364 | 77.4311 | 64.7095 | 92.209 | 44.0253 |
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The bold values in the table indicate the reduced error rate.
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