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License: MIT License
A notebook of awesome privacy protection,federated learning, fairness and blockchain research materials.
License: MIT License
Why the privacy budget of the derived is set as
?
Xuying Meng, Suhang Wang, Kai Shu, Jundong Li, Bo Chen, Huan Liu, Yujun Zhang: Personalized Privacy-Preserving Social Recommendation. AAAI 2018: 3796-3803
Section Modeling Sensitive and Non-sensitive Ratings, Page 4, the right column, the second paragraph from bottom
We allocate a much smaller privacy budget
for sensitive ratings and a larger
for non-sensitive ones where
and the domain of
is
which is used to control the relative noise magnitude. Then sensitive ratings can receive better privacy protection with the small privacy budget
. We set the privacy budget of the derived
as
.
Since sensitive and non-sensitive ratings are mutually exclusive, I am not sure if the pricacy budget of is
.
If the privacy budget of is
, is it unfair to compare the level of privacy protection provided by PrivSR and DPMF in the experimental evaluation?
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