Practical and Secure Outsourcing of Linear Algebra in the Cloud

被引:1
|
作者
Zhang, Juan [1 ]
Zhu, Yanqin [1 ]
Jin, Fangyuan [1 ]
机构
[1] Soochow Univ, Sch Comp Sci & Technol, Suzhou, Peoples R China
关键词
the cloud computation; linear algebra; outsourcing; fully homomorphic encryption;
D O I
10.1109/CBD.2013.25
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Cloud computing provide an economically promising paradigm of outsourcing computation. Input/ output privacy and verification are becoming the major security concern, and the efficiency of client and cloud side is becoming the main practice concern. Focusing on the existed linear algebra outsourcing schemes used fully homomorphic encryption scheme or somewhat homomorphic encryption scheme are far from practical goal. We use matrix fully homomorphic encryption scheme to construct an efficient linear algebra outsourcing scheme. The first basic property of the scheme is the protection of input/output privacy. The second basic property is the high efficiency of the client's encryption, decryption and verification algorithms and the cloud side computation.
引用
收藏
页码:81 / 87
页数:7
相关论文
共 50 条
  • [21] SSOP: Secure Storage Outsourcing Protocols in Mobile Cloud Computing
    Liu, Xiao
    Jiang, Rui
    Kong, Huafeng
    PROCEEDINGS OF 2012 IEEE 14TH INTERNATIONAL CONFERENCE ON COMMUNICATION TECHNOLOGY, 2012, : 678 - 683
  • [22] Lightweight scheme of secure outsourcing SVD of a large matrix on cloud
    Pramkaew, Chakan
    Ngamsuriyaroj, Sudsanguan
    JOURNAL OF INFORMATION SECURITY AND APPLICATIONS, 2018, 41 : 92 - 102
  • [23] Efficient Secure Outsourcing Computation of Matrix Multiplication in Cloud Computing
    Zhang, Shenmin
    Li, Hongwei
    Jia, Kun
    Dai, Yunshun
    Zhao, Lian
    2016 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM), 2016,
  • [24] Efficient Architecture for Secure Outsourcing of Data and Computation in Hybrid Cloud
    Lunawat, Sonali
    Patankar, Abhijit
    PROCEEDINGS OF THE 2014 INTERNATIONAL CONFERENCE ON RELIABILTY, OPTIMIZATION, & INFORMATION TECHNOLOGY (ICROIT 2014), 2014, : 380 - 383
  • [25] GeoSecure: Towards Secure Outsourcing of GPS Data over Cloud
    Patil, Vikram
    Parikh, Shivam
    Singh, Priyanka
    Atrey, Pradeep K.
    2017 IEEE CONFERENCE ON COMMUNICATIONS AND NETWORK SECURITY (CNS), 2017, : 495 - 501
  • [26] Secure Outsourcing of Matrix Determinant Computation under the Malicious Cloud
    Song, Mingyang
    Sang, Yingpeng
    SENSORS, 2021, 21 (20)
  • [27] Secure and Dynamic Outsourcing Computation of Machine Learning in Cloud Computing
    Li, Ping
    Li, Jin
    CYBERSPACE SAFETY AND SECURITY, PT II, 2019, 11983 : 285 - 292
  • [28] Secure kNN Computation and Integrity Assurance of Data Outsourcing in the Cloud
    Hong, Jun
    Wen, Tao
    Guo, Quan
    Ye, Zhengwang
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2017, 2017
  • [29] A note on two schemes for secure outsourcing of linear programming
    Cao Z.
    Liu L.
    Liu, Lihua (liulh@shmtu.edu.cn), 1600, Femto Technique Co., Ltd. (19): : 323 - 326
  • [30] Practical linear algebra: a geometry toolbox
    Maher, Philip
    MATHEMATICAL GAZETTE, 2010, 94 (529): : 185 - 187