Differentially private publication of vertically partitioned data

P Tang, X Cheng, S Su, R Chen… - … dependable and secure …, 2019 - ieeexplore.ieee.org
… the K parties to release a differentially private version D … the differentially private latent
tree approach based on the latent tree model. In the following, we will first focus on the two-party

Differentially private data publishing for arbitrarily partitioned data

R Wang, BCM Fung, Y Zhu, Q Peng - Information Sciences, 2021 - Elsevier
… Unlike horizontally and vertically partitioned data, there is no constraint on … ∊ -differential
privacy and secure two-party computation. D ′ will be released to the public/third-party for data

Privacy-preserving data sharing on vertically partitioned data

R Tajeddine, J Jälkö, S Kaski, A Honkela - arXiv preprint arXiv:2010.09293, 2020 - arxiv.org
… a differentially private method for generating synthetic data from vertically partitioned data,
ie, where data of … an algorithm for secure two-party DP data release for vertically partitioned

Hybrid differentially private federated learning on vertically partitioned data

C Wang, J Liang, M Huang, B Bai, K Bai… - arXiv preprint arXiv …, 2020 - arxiv.org
… (HE) and Secure Multi-Party Computation (MPC) to secure computation and … Our codes will
be released if this paper is accepted. … We define a two-party VFL-based objective function as: …

[PDF][PDF] Survey of secure two parties confidential information release in vertical partitioned data

MN Rajkumar, A Vijayalakshmi… - World Scientific News, 2016 - bibliotekanauki.pl
… a control for differentially private data discharge for vertically-distributed data between two
… Likewise, we propose a two-party algorithm that discharges Differentially-private information …

Differentially private generative decomposed adversarial network for vertically partitioned data sharing

Z Wang, X Cheng, S Su, G Wang - Information Sciences, 2023 - Elsevier
… the two proposals achieve differential privacy at the expense of adopting secure multi-party …
Without loss of generality, we elaborate on DPGDAN under the two-party setting. Note that …

Horizontally Partitioned Data Publication with Differential Privacy

Z Gu, G Zhang, C Yang - Security and Communication …, 2022 - Wiley Online Library
data release scenario studied in this paper is that each data … both differential privacy and
secure two-party computation. … partitioned data publishing, not for vertically partitioned data

A Multi-party Vertically Partitioned Data Synthesis Mechanism with Personalized Differential Privacy

Y ZHU, K WANG, Y ZHOU - 电子与信息学报, 2024 - jeit.ac.cn
Differentially private high-dimensional data publication via sampling-based inference[C]. …
Secure two-party differentially private data release for vertically partitioned data[J]. IEEE …

Composing differential privacy and secure computation: A case study on scaling private record linkage

X He, A Machanavajjhala, C Flynn… - … Communications Security, 2017 - dl.acm.org
privacy protection of DP, but allows for the truthful release of … , but end-to-end, privacy definition
for the two party setting. … We show that protocols that combine a local differentially private

Fedv: Privacy-preserving federated learning over vertically partitioned data

R Xu, N Baracaldo, Y Zhou, A Anwar, J Joshi… - … and security, 2021 - dl.acm.org
Differentially private federated learning: A client level perspective. arXiv … learning for vertically
partitioned data. In KDD. 2483–2493. … secure two-party computation. In CCS. ACM, 21–37. …