Research Article
A Hybrid Neuro-Fuzzy and Feature Reduction Model for Classification
Table 2
Comparison of classification accuracy of ANN, NF, ANN-FR, and NF-FR.
| Datasets/models | ANN | NF | ANN-FR (studied) | NF-FR (proposed) | WC | AC | BC | WC | AC | BC | WC | AC | BC | WC | AC | BC |
| Iris | 85.71 | 91.56 | 94.44 | 90.00 | 92.63 | 97.06 | 90.63 | 94.02 | 98.02 | 91.43 | 95.15 | 99.26 | Mammographic Mass | 73.91 | 79.21 | 84.62 | 79.99 | 84.19 | 87.35 | 82.53 | 84.50 | 86.36 | 83.05 | 85.31 | 87.72 | Breast Cancer Wisconsin | 85.42 | 91.07 | 95.00 | 91.18 | 93.98 | 96.48 | 93.66 | 95.39 | 97.74 | 93.86 | 95.44 | 97.04 | Pima Indian diabetes | 65.52 | 72.96 | 78.41 | 71.76 | 78.78 | 86.84 | 76.00 | 81.66 | 86.49 | 76.74 | 82.55 | 85.94 | Hayes-Roth | 56.25 | 66.34 | 76.00 | 60.00 | 73.85 | 83.33 | 69.23 | 75.20 | 83.87 | 70.59 | 77.15 | 86.95 | Thyroid | 83.72 | 86.76 | 92.85 | 86.04 | 92.01 | 96.07 | 88.46 | 92.53 | 97.29 | 92.98 | 95.60 | 99.55 | Titanic | 75.13 | 77.64 | 81.87 | 76.00 | 79.25 | 83.74 | 77.00 | 80.54 | 85.00 | 77.10 | 81.47 | 85.94 | Wine | 85.29 | 91.24 | 94.12 | 88.88 | 93.1 | 97.22 | 90.90 | 93.94 | 98.07 | 90.62 | 95.59 | 99.88 | Haberman | 70.21 | 75.42 | 78.79 | 75.00 | 78.05 | 82.81 | 76.60 | 80.29 | 83.93 | 77.97 | 81.02 | 86.89 | Blood Transfusion Service Center | 73.37 | 75.86 | 80.00 | 73.61 | 76.79 | 80.41 | 76.00 | 80.14 | 84.50 | 76.58 | 80.22 | 84.91 |
|
|
WC: worst case; AC: average case; BC: best case.
|