From bf5b05a84e877391fddd1b0a0b752f71ec05e901 Mon Sep 17 00:00:00 2001 From: Jan Aalmoes Date: Wed, 11 Sep 2024 00:10:50 +0200 Subject: Preuve existe f pas cca equivalant exists f BA pas randomguess --- synthetic/conclusion.tex | 6 ++++++ 1 file changed, 6 insertions(+) create mode 100644 synthetic/conclusion.tex (limited to 'synthetic/conclusion.tex') diff --git a/synthetic/conclusion.tex b/synthetic/conclusion.tex new file mode 100644 index 0000000..bb6dd17 --- /dev/null +++ b/synthetic/conclusion.tex @@ -0,0 +1,6 @@ +Even though synthetic dataset are promising regarding users' data protection, in itself it does not bring guaranties regarding attribute inference attack. +For future work we suggest that applying fairness regularization during the training of the generator could be a way to remove bias toward sensitive attributes. + +Concerning membership inference attack, synthetic data reduce the overall risk while still leaving an attack surface on some outliers points. +Differential privacy is a way to reduce the risk on outliers but removing entirely the risk while keeping some level of utility is impossible. +Hence more work in this direction is required. \ No newline at end of file -- cgit v1.2.3