notesum.ai

Published at November 4

Tabular Data Synthesis with Differential Privacy: A Survey

cs.CR

cs.AI

cs.DB

Released Date: November 4, 2024

Authors: Mengmeng Yang¹, Chi-Hung Chi², Kwok-Yan Lam², Jie Feng³, Taolin Guo⁴, Wei Ni¹

Aff.: ¹CSIRO, Data61, Australia; ²Nanyang Technological University, Singapore; ³Xidian University, China; ⁴Chongqing Normal University, China

Arxiv: http://arxiv.org/abs/2411.03351v1

DL model

Methods

Privacy

mechanism

Constant

clipping

Privacy

accountant

Utility evaluation

Privacy

evaluation

DP-AuGM(Chen et al., 2018)

DPSGD

classification

DP-SYN (Abay et al., 2019)

DPSGD

DP-EM

k-way marginal

classification

agreement rate

VAE

DP-VaeGM (Chen et al., 2018)

DPSGD

classification

DPGM (Acs et al., 2018)

DP-k-means

DPSGD

linear query

P3GM (Takagi et al., 2021)

DP-PCA

DP-EM

DPSGD

RDP

classification

k-way marginal

GAN

DPGAN(Xie et al., 2018)

DPSGD

DWpre, DWpro

dp-GAN (Frigerio et al., 2019)

DPSGD

DWpre

DPNet (Fan and Pokkunuru, 2021)

DPSGD

realism

k-way marginal

PATE-GAN (Jordon et al., 2018)

PATE

classification

G-PATE (Long et al., 2021)

PATE

RDP

classification

AE+GAN

RDP-CGAN (Torfi et al., 2022)

DPSGD

RDP

MMD, DWpre

DP-auto-GAN (Tantipongpipat et al., 2021)

DPSGD

RDP

DWpre

DWpro

k-way marginal

GEM (Liu et al., 2021)

Exponential

Gaussian

zCDP

k-way marginal

DP-MERF (Harder et al., 2021)

Gaussian

RDP

classification

DP-HP (Vinaroz et al., 2022)

Gaussian

RDP

k-way marginal

classification