Table 15 Ablation study: accuracy comparison across variants.

From: Hybrid deep learning framework for accurate classification of high dimensional genomic data

Model Variant

GSE72056

TCGA-BRCA

ENCSR000AED

CNN-only

87.1%

86.2%

85.8%

TabNet-only

88.3%

87.5%

86.6%

TabNet + CNN (without AFR)

90.0%

89.1%

88.0%

Proposed (TabNet + AFR + CNN)

91.4%

90.8%

89.5%