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Table 23 Blended Blind FL results (accuracy-based weights)—Adult dataset

From: Blind Federated Learning without initial model

Agent

Size

% 1s

Accuracy

Accuracy

Precision

Precision

Pre-FL

Post-FL

Pre-FL

Post-FL

1

20%

75%

0.9444

1.0000

1.0000

0.9642

2

20%

94%

0.9722

1.0000

1.0000

1.0000

3

20%

78%

0.9166

0.9722

0.9629

0.9642

4

20%

78%

0.9166

0.9444

0.9310

0.9642

5

20%

78%

0.8611

0.9444

0.8484

0.9333

Avg.

0.9222

0.9722

0.9484

0.9652

1

13%

63%

0.4565

0.4782

1.0000

1.0000

2

30%

80%

0.3913

0.3913

1.0000

1.0000

3

21%

87%

0.2820

0.2948

1.0000

1.0000

4

11%

61%

0.5813

0.5813

0.7500

0.7500

5

24%

81%

0.2941

0.3333

1.0000

1.0000

Avg.

0.4010

0.4158

0.9500

0.9500

1

4%

75%

0.4375

0.4375

1.0000

1.0000

2

5%

68%

0.3684

0.4210

0.6666

0.6666

3

45%

77%

0.3742

0.4049

0.8157

0.8333

4

13%

51%

0.5217

0.5434

0.6666

0.6666

5

32%

85%

0.2478

0.3076

0.9230

0.8750

Avg.

0.3899

0.4229

0.8144

0.8083

1

1%

25%

0.5000

0.5000

0.3333

0.0000

2

5%

72%

0.3000

0.4000

1.0000

1.0000

3

45%

78%

0.3167

0.3540

0.7857

0.8823

4

14%

53%

0.4693

0.4897

0.5000

0.5000

5

35%

89%

0.1587

0.1746

0.8750

1.0000

Avg.

0.3490

0.3837

0.6988

0.6765

  1. Bold values indicate the best results