Table 5.
Classification accuracy of the feature groups for the various classifiers
| Feature group | Feature combination | CA% | |||
|---|---|---|---|---|---|
| LR | SVMC | RFC | NNC | ||
| FG1 | ME, SD, SRE, CP, HuM4 | 86.44 | 93.26 | 87.58 | 93.83 |
| FG2 | ME, SD, SRE, CS, HuM4 | 86.44 | 93.26 | 87.58 | 99.73 |
| FG3 | ME, SD, SRE, SV, HuM4 | 86.44 | 97.8 | 93.91 | 93.91 |
| FG4 | ME, SD, SRE, CONT, HuM4 | 88.71 | 95.53 | 93.91 | 99.73 |
| FG5 | SD, CI, SRE, CP, HuM4 | 68.26 | 84.17 | 93.91 | 93.91 |
| FG6 | SD, CI, SRE, CS, HuM4 | 70.53 | 84.17 | 75.08 | 87.58 |
| FG7 | SD, CI, SRE, SV, HuM4 | 68.26 | 86.44 | 93.91 | 99.73 |
| FG8 | SD, CI, SRE, CONT, HuM4 | 70.53 | 93.26 | 87.58 | 87.58 |
| FG9 | ME, CI, SRE, CP, HuM4 | 86.44 | 97.8 | 93.91 | 93.91 |
| FG10 | ME, CI, SRE, CS, HuM4 | 86.44 | 97.8 | 93.91 | 87.58 |
| FG11 | ME, CI, SRE, SV, HuM4 | 86.44 | 97.8 | 87.58 | 93.91 |
| FG12 | ME, CI, SRE, CONT, HuM4 | 88.71 | 97.8 | 99.73 | 99.73 |
| FG13 | ME, SD, LGRE, CP, HuM4 | 84.17 | 90.98 | 93.91 | 99.73 |
| FG14 | ME, SD, LGRE, CS, HuM4 | 84.17 | 90.98 | 99.73 | 99.73 |
| FG15 | ME, SD, LGRE, SV, HuM4 | 84.17 | 90.98 | 99.73 | 99.73 |
| FG16 | ME, SD, LGRE, CONT, HuM4 | 84.17 | 90.98 | 99.73 | 87.58 |
| FG17 | SD, CI, LGRE, CP, HuM4 | 72.80 | 84.17 | 93.91 | 87.58 |
| FG18 | SD, CI, LGRE, CS, HuM4 | 72.80 | 86.44 | 87.58 | 93.91 |
| FG19 | SD, CI, LGRE, SV, HuM4 | 72.80 | 86.44 | 81.33 | 87.58 |
| FG20 | SD, CI, LGRE, CONT, HuM4 | 72.80 | 86.44 | 81.33 | 93.91 |
| FG21 | ME, CI, LGRE, CP, HuM4 | 81.89 | 88.71 | 93.91 | 93.91 |
| FG22 | ME, CI, LGRE, CS, HuM4 | 81.89 | 88.71 | 93.91 | 81.33 |
| FG23 | ME, CI, LGRE, SV, HuM4 | 81.89 | 88.71 | 93.91 | 99.73 |
| FG24 | ME, CI, LGRE, CONT, HuM4 | 84.17 | 88.71 | 93.91 | 99.73 |
Those combination yielded significant results. Hence to highlight, it was given in bold font