Table 4 Classification results for glass data
From: Multiclass analysis and prediction with network structured covariates
| Â | Â | Glass-1 | Glass-2 | Glass-3 | Glass-5 | Glass-6 | Glass-7 |
|---|---|---|---|---|---|---|---|
Agresti | Glass-1 | 52 | 19 | 10 | 0 | 0 | 0 |
| Â | Glass-2 | 18 | 54 | 7 | 3 | 0 | 2 |
| Â | Glass-3 | 0 | 0 | 0 | 0 | 0 | 0 |
| Â | Glass-5 | 0 | 1 | 0 | 9 | 0 | 0 |
| Â | Glass-6 | 0 | 0 | 0 | 0 | 9 | 0 |
| Â | Glass-7 | 0 | 2 | 0 | 1 | 0 | 27 |
| Â | MISi | 0.257 | 0.289 | 1.000 | 0.307 | 0.000 | 0.069 |
SVM | Glass-1 | 59 | 15 | 10 | 0 | 0 | 1 |
| Â | Glass-2 | 11 | 61 | 7 | 0 | 1 | 0 |
| Â | Glass-3 | 0 | 0 | 0 | 0 | 0 | 0 |
| Â | Glass-5 | 0 | 0 | 0 | 13 | 0 | 0 |
| Â | Glass-6 | 0 | 0 | 0 | 0 | 8 | 0 |
| Â | Glass-7 | 0 | 0 | 0 | 0 | 0 | 28 |
| Â | MISi | 0.157 | 0.197 | 1.000 | 0.000 | 0.111 | 0.034 |
LDA | Glass-1 | 46 | 16 | 3 | 0 | 1 | 0 |
| Â | Glass-2 | 14 | 41 | 3 | 2 | 1 | 1 |
| Â | Glass-3 | 10 | 12 | 11 | 0 | 0 | 1 |
| Â | Glass-5 | 0 | 4 | 0 | 10 | 0 | 2 |
| Â | Glass-6 | 0 | 3 | 0 | 0 | 7 | 1 |
| Â | Glass-7 | 0 | 0 | 0 | 1 | 0 | 24 |
| Â | MISi | 0.343 | 0.461 | 0.353 | 0.231 | 0.222 | 0.172 |
KNN | Glass-1 | 51 | 17 | 14 | 0 | 0 | 1 |
| Â | Glass-2 | 12 | 52 | 1 | 3 | 2 | 2 |
| Â | Glass-3 | 7 | 2 | 2 | 0 | 0 | 0 |
| Â | Glass-5 | 0 | 3 | 0 | 8 | 0 | 1 |
| Â | Glass-6 | 0 | 2 | 0 | 0 | 4 | 2 |
| Â | Glass-7 | 0 | 0 | 0 | 2 | 3 | 22 |
| Â | MISi | 0.271 | 0.316 | 0.882 | 0.385 | 0.556 | 0.241 |
XGBOOST | Glass-1 | 56 | 7 | 7 | 0 | 0 | 1 |
| Â | Glass-2 | 8 | 61 | 5 | 6 | 2 | 0 |
| Â | Glass-3 | 5 | 2 | 4 | 0 | 0 | 0 |
| Â | Glass-5 | 0 | 4 | 0 | 6 | 1 | 2 |
| Â | Glass-6 | 1 | 1 | 1 | 0 | 6 | 0 |
| Â | Glass-7 | 0 | 1 | 0 | 1 | 0 | 26 |
| Â | MISi | 0.200 | 0.197 | 0.765 | 0.538 | 0.333 | 0.103 |
LR-HomoGraph | Glass-1 | 60 | 15 | 8 | 0 | 0 | 1 |
| Â | Glass-2 | 10 | 60 | 6 | 0 | 0 | 0 |
| Â | Glass-3 | 0 | 1 | 3 | 0 | 0 | 0 |
| Â | Glass-5 | 0 | 0 | 0 | 13 | 0 | 0 |
| Â | Glass-6 | 0 | 0 | 0 | 0 | 9 | 0 |
| Â | Glass-7 | 0 | 0 | 0 | 0 | 0 | 28 |
| Â | MISi | 0.143 | 0.211 | 0.824 | 0.000 | 0.000 | 0.034 |
LR-ClassGraph | Glass-1 | 61 | 10 | 8 | 0 | 0 | 1 |
| Â | Glass-2 | 9 | 66 | 6 | 0 | 0 | 0 |
| Â | Glass-3 | 0 | 0 | 3 | 0 | 0 | 0 |
| Â | Glass-5 | 0 | 0 | 0 | 13 | 0 | 0 |
| Â | Glass-6 | 0 | 0 | 0 | 0 | 9 | 0 |
| Â | Glass-7 | 0 | 0 | 0 | 0 | 0 | 28 |
| Â | MISi | 0.129 | 0.132 | 0.824 | 0.000 | 0.000 | 0.034 |