Research Article
Relevant-Based Feature Ranking (RBFR) Method for Text Classification Based on Machine Learning Algorithm
Table 7
Performance in 20 newsgroup.
| Feature selection | kNN | NB | SVM | RF | LR | | P | R | F | P | R | F | P | R | F | P | R | F | P | R | F |
| ACC2 | 98 | 64 | 77 | 87 | 94 | 90 | 67 | 70 | 68 | 92 | 91 | 91 | 82 | 86 | 84 | CHI | 93 | 79 | 85 | 92 | 90 | 91 | 79 | 79 | 79 | 95 | 94 | 94 | 77 | 72 | 74 | NDM | 97 | 78 | 86 | 92 | 60 | 73 | 92 | 96 | 94 | 74 | 79 | 79 | 59 | 57 | 58 | GI | 81 | 91 | 86 | 99 | 95 | 97 | 91 | 98 | 94 | 95 | 92 | 92 | 80 | 40 | 53 | IF | 90 | 86 | 88 | 84 | 93 | 88 | 86 | 86 | 86 | 96 | 96 | 96 | 95 | 58 | 72 | RBFR | 98 | 90 | 94 | 91 | 91 | 91 | 98 | 97 | 97 | 95 | 96 | 96 | 44 | 64 | 52 |
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