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Noise calibration for Pufferfish privacy on Census Income (test)
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10
Theta (e=0.1)
Practical Relaxed Mechanism
7.2
26.1
45
63.9
Jan 10, 2026
Theta (e=0.1)
Theta (e=0.2)
Theta (e=0.3)
Theta (e=0.4)
Theta (e=0.5)
Theta (e=0.6)
Theta (e=0.7)
Theta (e=0.8)
Theta (e=0.9)
Theta (e=1.0)
Updated 4d ago
Evaluation Results
Method
Method
Links
Theta (e=0.1)
Theta (e=0.2)
Theta (e=0.3)
Theta (e=0.4)
Theta (e=0.5)
Theta (e=0.6)
Theta (e=0.7)
Theta (e=0.8)
Theta (e=0.9)
Theta (e=1.0)
Practical Relaxed Mechanism
Mechanism=Alg. 1
2026.01
10
5
3.33
2.5
2.05
1.76
1.54
1.38
1.25
1.15
W1 mechanism
Mechanism=W1 [8]
2026.01
20
10
6.67
5
4
3.33
2.86
2.5
2.22
2
l1-sensitivity method
Mechanism=l1 in Eq.(26)
2026.01
80
40
26.67
20
16
13.33
11.43
10
8.89
8
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