Table 4 Classification accuracy of both single and poly microbial species in three different mediums using different classifier
| Â | Blood agar (1,750 data) | Mueller Hinton (1,750 data) | Mac Conkey (1,000 data) | **Mixed media (4,500 data) | ||||
|---|---|---|---|---|---|---|---|---|
Classifiers | Train & validation (733 data) | Test (1017 data) | Train & validation (733 data) | Test (1017 data) | Train & validation (399 data) | Test (601 data) | Train & validation (1792 data) | Test (2708 data) |
LDA | 100% | 100% | 99.7% | 98.7% | 100% | 100% | 95.9% | 94.7% |
PNN | 100% | 100% | 100% | 89.7% | 98.7% | 98.2% | 65.2% | 63.3% |
KNN | 100% | 100% | 97.0% | 95.4% | 100% | 100% | 99.9% | 99.2% |
SVM | 100% | 100% | 100% | 100% | 100% | 100% | 67.3% | 65% |
*PNN | 100% | 100% | 100% | 96.3% | 100% | 100% | 99.2% | 96.8% |
*KNN | 100% | 100% | 100% | 100% | 100% | 100% | 99.9% | 99.6% |
*SVM | 100% | 100% | 100% | 100% | 100% | 100% | 98.9% | 98.7% |