Table 3 performance analysis of the local client models on training and testing.

From: Secure and interpretable lung cancer prediction model using mapreduce private blockchain federated learning and XAI

 

Performance matrices

Proposed local models

Training

Testing

Accuracy

Miss-rate

Accuracy

Miss-rate

CNN

98.56

1.44

98.21

1.79

EfficientNetB0

90.35

9.65

90.30

9.7

InceptionV3

94.13

5.87

93.31

6.69

DenseNet121

94.93

5.07

94.64

5.36