| Method | Accuracy (%) | Author(s) |
| Proposed Approach (INFS Structure) | 88.76 | Our Approach |
| FLDDS for Very Young | 87.2 | Vaishali Jain, Supriya Raheja |
| FVM for Diabetes Decision Very Young | 85.03 | Kalpana, M. Kumar, A.V.S. |
| FES | 81.7 | Lee and Wang |
| HNFB-1 | 78.26 | Goncalves et al. |
| Logdisc | 77.7 | Statlog |
| IncNet | 77.6 | Norbert Jankowski |
| DIPOL 92 | 77.6 | Statlog |