Research Article
Investigating Tree Family Machine Learning Techniques for a Predictive System to Unveil Software Defects
Table 4
Correctly classified instances analysis by each TF-ML technique on individual dataset.
| | Technique | AR1 | AR3 | CM1 | KC2 | KC3 | MW1 | PC1 | PC2 | PC3 | PC4 |
| | CDT | 112 | 55 | 445 | 433 | 159 | 372 | 1037 | 5566 | 1394 | 1300 | | CS-Forest | 103 | 53 | 411 | 413 | 158 | 356 | 1011 | 5562 | 1325 | 1296 | | DS | 110 | 57 | 449 | 416 | 159 | 367 | 1032 | 5566 | 1403 | 1280 | | Forest-PA | 111 | 56 | 448 | 436 | 155 | 371 | 1037 | 5566 | 1402 | 1313 | | HT | 112 | 53 | 449 | 435 | 157 | 372 | 1032 | 5566 | 1403 | 1284 | | J48 | 109 | 55 | 438 | 425 | 154 | 371 | 1035 | 5566 | 1390 | 1303 | | LMT | 111 | 55 | 444 | 440 | 154 | 375 | 1025 | 5565 | 1393 | 1317 | | RF | 109 | 58 | 444 | 435 | 158 | 371 | 1039 | 5566 | 1409 | 1322 | | RT | 108 | 55 | 415 | 422 | 137 | 349 | 1010 | 5544 | 1337 | 1264 | | REP-T | 112 | 55 | 444 | 426 | 154 | 369 | 1038 | 5566 | 1401 | 1308 |
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