Research Article
Linear Support Vector Machines for Prediction of Student Performance in School-Based Education
Table 2
The linear SVM results versus 10 benchmarked algorithms.
| ā | FDT | CDT | MDT | LR | GNB | KNB | QSVM | CSVM | FGSVN | MGSVM | LSVM |
| Accuracy (%) | 83.7 | 75.2 | 82.4 | 89.4 | 68.4 | 67.8 | 90 | 85.7 | 70.2 | 89.5 | 90.1 | TMC | 163 | 248 | 176 | ā | 316 | 322 | 100 | 143 | 298 | 105 | 99 | PS (obs/sec) | 49000 | 52000 | 54000 | 21000 | 41000 | 11000 | 54000 | 46000 | 42000 | 47000 | 54000 | TT (sec) | 0.936 | 0.213 | 0.220 | 1.465 | 0.385 | 0.735 | 0.598 | 1.336 | 0.400 | 0.306 | 0.509 |
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