Private-Key Fully Homomorphic Encryption for Private Classification

被引：4

作者：

Wood, Alexander ^{[1
,2
,3
,4
]}

Shpilrain, Vladimir ^{[5
,6
]}

Najarian, Kayvan ^{[2
,3
,4
]}

Mostashari, Ali ^{[7
]}

Kahrobaei, Delaram ^{[1
,8
]}

机构：

[1] CUNY, Grad Ctr, Dept Comp Sci, New York, NY 10016 USA

[2] Univ Michigan, Dept Computat Med & Bioinformat, Ann Arbor, MI 48109 USA

[3] Univ Michigan, Ctr Integrat Res Crit Care, Ann Arbor, MI 48109 USA

[4] Univ Michigan, Emergency Med Dept, Ann Arbor, MI 48109 USA

[5] CUNY, Grad Ctr, Dept Math, New York, NY USA

[6] CUNY City Coll, Dept Math, New York, NY USA

[7] LifeNome Inc, New York, NY USA

[8] NYU, Tandon Sch Engn, Dept Comp Sci, New York, NY USA

来源：

MATHEMATICAL SOFTWARE - ICMS 2018 | 2018年 / 10931卷

关键词：

Fully homomorphic encryption; Data privacy; Machine learning;

D O I：

10.1007/978-3-319-96418-8_56

中图分类号：

TP39 [计算机的应用];

学科分类号：

081203 ; 0835 ;

摘要：

Fully homomophic encryption enables private computation over sensitive data, such as medical data, via potentially quantum-safe primitives. In this extended abstract we provide an overview of an implementation of a private-key fully homomorphic encryption scheme in a protocol for private Naive Bayes classification. This protocol allows a data owner to privately classify her data point without direct access to the learned model. We implement this protocol by performing privacy-preserving classification of breast cancer data as benign or malignant.

引用

页码：475 / 481

页数：7

共 27 条

[11] Gentry Craig, 2012, Security and Cryptography for Networks. Proceedings of the 8th International Conference (SCN 2012), P19, DOI 10.1007/978-3-642-32928-9_2
[12] Gentry C, 2013, LECT NOTES COMPUT SC, V8042, P75, DOI 10.1007/978-3-642-40041-4_5
[13] Gentry C, 2012, LECT NOTES COMPUT SC, V7293, P1, DOI 10.1007/978-3-642-30057-8_1
[14] Gentry C, 2012, LECT NOTES COMPUT SC, V7237, P465, DOI 10.1007/978-3-642-29011-4_28
[15] Fully Homomorphic Encryption Using Ideal Lattices
Gentry, Craig
[J]. STOC'09: PROCEEDINGS OF THE 2009 ACM SYMPOSIUM ON THEORY OF COMPUTING, 2009, : 169 - 178
[16] Goldwasser S., 1982, P 14 ANN ACM S THEOR, P365, DOI DOI 10.1145/800070.802212
[17] Graepel Thore, 2013, Information Security and Cryptology - ICISC 2012. 15th International Conference. Revised Selected Papers, P1, DOI 10.1007/978-3-642-37682-5_1
[18] Gribov A, 2018, GROUPS COMPLEXITY CR, V10
[19] Halevi Shai, 2020, Cryptology ePrint Archive
[20] Kim Miran, 2015, 2015965 CRYPT EPRINT

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