Table 10 Privacy trade-off analysis on TCGA-BRCA (Gene expression).

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

Model

Privacy Level (Differential Noise)

Accuracy (%)

Drop under Perturbation (%)

Abu-Doleh and Al Fahoum24

Low

84.3

6.5

Mohammed et al.25

Medium

85.7

5.1

Nawaz et al.27

Medium

83.6

5.8

Proposed: (With Adaptive Noise)

High

90.8

2.9

Back to article page