Privacy-Preserving Machine Learning: Threats and Solutions

被引：210

作者：

Al-Rubaie, Mohammad ^{[1
]}

Chang, J. Morris ^{[2
]}

机构：

[1] Iowa State Univ, Comp Engn, Ames, IA 50011 USA

[2] Univ S Florida, Dept Elect Engn, Tampa, FL USA

来源：

IEEE SECURITY & PRIVACY | 2019年 / 17卷 / 02期

关键词：

SYSTEMS;

D O I：

10.1109/MSEC.2018.2888775

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

For privacy concerns to be addressed adequately in today's machine-learning (ML) systems, the knowledge gap between the ML and privacy communities must be bridged. This article aims to provide an introduction to the intersection of both fields with special emphasis on the techniques used to protect the data.

引用

页码：49 / 58

页数：10

共 28 条

[1] Deep Learning with Differential Privacy [J].

Abadi, Martin ;

Chu, Andy ;

Goodfellow, Ian ;

McMahan, H. Brendan ;

Mironov, Ilya ;

Talwar, Kunal ;

Zhang, Li .

CCS'16: PROCEEDINGS OF THE 2016 ACM SIGSAC CONFERENCE ON COMPUTER AND COMMUNICATIONS SECURITY, 2016, :308-318

[2] Reconstruction Attacks Against Mobile-Based Continuous Authentication Systems in the Cloud [J].

Al-Rubaie, Mohammad ;

Chang, J. Morris .

IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 2016, 11 (12) :2648-2663

[3]

[Anonymous], P INT C NEUR INF PRO, DOI DOI 10.1080/01621459.1963

[4]

[Anonymous], 2017, IACR CRYPTOLOGY EPRI

[5]

Bishop C.M., 2007, Pattern Recognition and Machine Learning (Information Science and Statistics), P738

[6]

Bogdanov Dan, 2014, Privacy Technologies and Policy. Second Annual Privacy Forum, APF 2014. Proceedings: LNCS 8450, P30, DOI 10.1007/978-3-319-06749-0_3

[7] Implementation and Evaluation of an Algorithm for Cryptographically Private Principal Component Analysis on Genomic Data [J].

Bogdanov, Dan ;

Kamm, Liina ;

Laur, Sven ;

Sokk, Ville .

IEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS, 2018, 15 (05) :1427-1432

[8]

Bost R., 2015, NDSS, V4324, P4325

[9] Towards Making Systems Forget with Machine Unlearning [J].

Cao, Yinzhi ;

Yang, Junfeng .

2015 IEEE SYMPOSIUM ON SECURITY AND PRIVACY SP 2015, 2015, :463-480

[10]

Chaudhuri K, 2013, J MACH LEARN RES, V14, P2905

← 1 2 3 →