Table 7 Comparative analysis of proposed B-FCTNN_SRSO method with some advanced parameters.

From: Blockchain based electronic educational document management with role-based access control using machine learning model

Method

FPR (%)

FNR (%)

Memory Usage (MB)

Training Time (s)

Storage Overhead (MB)

Validation Time (ms)

Adversarial Resilience (%)

CNN

10

15

550

2.5

1.8

120

72

KNN

9

12

520

2.1

1.5

110

78

SVM

6

10

490

1.8

1.2

95

83

Random Forest

5

9

470

1.6

1.1

90

85

Proposed B-FCTNN_SRSO

2

5

430

1.2

0.8

85

92

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