Table 6 Results of communication and computational overhead between proposed PHC and existing PHCs.

From: A privacy-preserving expert system for collaborative medical diagnosis across multiple institutions using federated learning

Metric

Dermatology32

HCV33

Diabetes Risk34

PHC Operations (ms)

 Proposed PHC

150

200

220

 Paillier’s PHE

300

400

450

 LightPHE

180

230

250

FL-RDBN Computations (ms)

 Proposed PHC

1000

1100

1150

 Paillier’s PHE

1200

1300

1400

 LightPHE

1050

1150

1200

Data Transfer (User to Server) (in MB)

 Proposed PHC

5

6

6.5

 Paillier’s PHE

6.5

7

7.5

 LightPHE

5.5

6.2

6.8

Data Transfer (Server to User) (in MB)

 Proposed PHC

4

5.5

6

 Paillier’s PHE

5

6

6.8

 LightPHE

4.5

5.8

6.2

FL Communication (in MB)

 Proposed PHC

2.5

3

3.2

 Paillier’s PHE

3.5

4

4.5

 LightPHE

2.8

3.2

3.5