Vertically Federated Learning with Correlated Differential Privacy

Jianzhe Zhao; Jiayi Wang; Zhaocheng Li; Weiting Yuan; Stan Matwin

doi:10.3390/electronics11233958

Vertically Federated Learning with Correlated Differential Privacy

Jianzhe Zhao, Jiayi Wang, Zhaocheng Li, Weiting Yuan, Stan Matwin

Engineering

Research output: Contribution to journal › Article › peer-review

2 Citations (Scopus)

Original language	English
Article number	3958
Journal	Electronics (Switzerland)
Volume	11
Issue number	23
DOIs	https://doi.org/10.3390/electronics11233958
Publication status	Published - Dec 2022

ASJC Scopus Subject Areas

Signal Processing
Electrical and Electronic Engineering
Control and Systems Engineering
Hardware and Architecture
Computer Networks and Communications

Keywords

correlation analysis
differential privacy
feature selection
vertically federated learning

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

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10.3390/electronics11233958

Cite this

Zhao, J., Wang, J., Li, Z., Yuan, W., & Matwin, S. (2022). Vertically Federated Learning with Correlated Differential Privacy. Electronics (Switzerland), 11(23), Article 3958. https://doi.org/10.3390/electronics11233958

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title = "Vertically Federated Learning with Correlated Differential Privacy",

keywords = "correlation analysis, differential privacy, feature selection, vertically federated learning",

author = "Jianzhe Zhao and Jiayi Wang and Zhaocheng Li and Weiting Yuan and Stan Matwin",

note = "Publisher Copyright: {\textcopyright} 2022 by the authors.",

year = "2022",

month = dec,

doi = "10.3390/electronics11233958",

language = "English",

volume = "11",

journal = "Electronics (Switzerland)",

issn = "2079-9292",

publisher = "Multidisciplinary Digital Publishing Institute (MDPI)",

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TY - JOUR

T1 - Vertically Federated Learning with Correlated Differential Privacy

AU - Zhao, Jianzhe

AU - Wang, Jiayi

AU - Li, Zhaocheng

AU - Yuan, Weiting

AU - Matwin, Stan

PY - 2022/12

Y1 - 2022/12

KW - correlation analysis

KW - differential privacy

KW - feature selection

KW - vertically federated learning

UR - http://www.scopus.com/inward/record.url?scp=85143714578&partnerID=8YFLogxK

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U2 - 10.3390/electronics11233958

DO - 10.3390/electronics11233958

M3 - Article

AN - SCOPUS:85143714578

SN - 2079-9292

VL - 11

JO - Electronics (Switzerland)

JF - Electronics (Switzerland)

IS - 23

M1 - 3958

ER -

Vertically Federated Learning with Correlated Differential Privacy

ASJC Scopus Subject Areas

Keywords

UN SDGs

Access to Document

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