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. 2021 Jun 29;4:679939. doi: 10.3389/fdata.2021.679939

FIGURE 11.

FIGURE 11

Empirically established trade-off between privacy and fidelity across synthetization and perturbation approaches. Fidelity is displayed as the ratio F3 (T,S)/F3 (T,H), as the holdout dataset serves as maximum attainable reference point. In contrast to synthesized data, perturbation techniques fail to protect privacy without sacrificing fidelity.