Research Article
A Study of Moment Based Features on Handwritten Digit Recognition
Table 9
Statistical performance measures along with their respective means (styled in bold) achieved by the proposed technique on handwritten Telugu numerals.
| Class | Statistical performance measures | Kappa statistics | MAE | RMSE | TPR | FPR | Precision | Recall | -measure | MCC | AUC |
| “0” | 0.9867 | 0.0051 | 0.0449 | 0.980 | 0.001 | 0.990 | 0.980 | 0.985 | 0.983 | 0.988 | “1” | 0.970 | 0.002 | 0.980 | 0.970 | 0.975 | 0.972 | 0.991 | “2” | 1.000 | 0.002 | 0.980 | 1.000 | 0.990 | 0.989 | 1.000 | “3” | 0.990 | 0.000 | 1.000 | 0.990 | 0.995 | 0.994 | 0.999 | “4” | 0.990 | 0.002 | 0.980 | 0.990 | 0.985 | 0.983 | 0.998 | “5” | 1.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | “6” | 0.990 | 0.003 | 0.971 | 0.990 | 0.980 | 0.978 | 0.995 | “7” | 0.990 | 0.002 | 0.980 | 0.990 | 0.985 | 0.983 | 1.000 | “8” | 1.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | “9” | 0.970 | 0.000 | 1.000 | 0.970 | 0.985 | 0.983 | 0.994 | Mean | 0.9867 | 0.0051 | 0.0449 | 0.988 | 0.0012 | 0.9881 | 0.988 | 0.988 | 0.9865 | 0.9965 |
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