Methods |
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dataset | M1 | M2 | M3 | M4 | M5 | M6 | M7 | M8 | M9 | M10 |
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Colon | 86.1 | 86.8 | 89.9 | 91.6 | 89.7 | 91.8 | 93.3 | 91.2 | 93.2 | 94.7 |
DLBCL | 89.2 | 89.6 | 91.9 | 93.7 | 92.5 | 94.4 | 95.8 | 93.6 | 95.4 | 96.8 |
Prostate | 80.7 | 91.1 | 92.8 | 93.1 | 92.2 | 93.8 | 94.2 | 93.8 | 95.1 | 95.9 |
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M1 = No-sel: classification without gene selection
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M2 = Fisher: classification after using Fisher criteria for gene selection
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M3 = Fisher-R: classification after using Fisher criteria and redundancy reduction greedy approach for gene selection
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M4 = Fisher-RG: classification after using Fisher criteria and redundancy reduction greedy approach considering Gene Ontology information for gene selection
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M5 = SVMRFE: classification after using SVMRFE algorithm
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M6 = SVMRFE-R: classification after using SVMRFE algorithm and redundancy reduction greedy approach for gene selection
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M7 = SVMRFE-RG: classification after using SVMRFE algorithm and redundancy reduction greedy approach considering Gene Ontology information for gene selection
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M8 = Fisher-SVMRFE: classification after using combination of Fisher criteria and SVMRFE algorithm for gene selection
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M9 = Fisher-R-SVMRFE: classification after using proposed framework without considering Gene Ontology for gene selection
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M10 = Fisher-RG-SVMRFE: classification after using proposed framework for gene selection
