Trust model based on user types and privacy protection for personalized cloud services
LIU Fei1,2,3,LUO Yonglong2,3,GUO Liangmin2,3,MA Yuan2,3
1.
2. Engineering Technology Research Center of Network and Information Security, Anhui Normal University, Wuhu Anhui 241003, China
3. School of Mathematics and Computer Science, Anhui Normal University, Wuhu Anhui 241003, China
Concerning the problem that it is difficult for the users in cloud computing to obtain the high-quality and personalized cloud services provided by a large number of cloud providers, a trust model based on user types and privacy protection for the personalized cloud services was proposed. Firstly, the users were divided into familiar users, strange users and normal users according to the transaction history. Secondly, a fair and reasonable trust evaluation Agent was introduced to protect users' privacy, which could evaluate the trust relationship between requesters and providers based on the user types. Lastly, in view of the dynamics of trust, a new updating mechanism combined with the transaction time and transaction amount was provided based on Quality of Service (QoS). The simulation results show that the proposed model has higher transaction success rate than AARep and PeerTrust. The transaction success rate can be increased by 10% and 16% in the harsh environment where the malicious user ratio reaches 70%. This method can improve transaction success rate, and has a strong ability to withstand harsh environments.
刘飞 罗永龙 郭良敏 马苑. 面向个性化云服务基于用户类型和隐私保护的信任模型[J]. 计算机应用, 2014, 34(4): 994-998.
LIU Fei LUO Yonglong GUO Liangmin MA Yuan. Trust model based on user types and privacy protection for personalized cloud services. Journal of Computer Applications, 2014, 34(4): 994-998.
TAI S. Cloud service engineering [C]// WETICE 2009: Proceedings of the 2009 18th IEEE International Workshops on Enabling Technologies: Infrastructures for Collaborative Enterprises. Washington, DC: IEEE Computer Society, 2009: 3-4.
[2]
FENG D, ZHANG M, ZHANG Y. Research on cloud security [J]. Journal of Software, 2011, 22(1): 71-83. (冯登国,张敏,张妍.云计算安全研究[J].软件学报,2011,22(1):71-83.)
[3]
XIONG L, LIU L. Peertrust: supporting reputation-based trust for peer-to-peer electronic communities [J]. IEEE Transactions on Knowledge and Data Engineering, 2004, 16(7): 843-857.
[4]
DOU W, WANG H, JIA Y, et al.A recommendation-based peer-to-peer trust model [J]. Journal of Software, 2004, 15(4): 571-583. (窦文,王怀民,贾焰,等.构造基于推荐的peer-to-peer环境下的trust模型[J].软件学报,2004,15(4):571-583.)
[5]
KAMVAR S D, SEHLOSSERM T, GARCIA-MOLINA H. TheEigentrust algorithm for reputation management in P2P networks [C]// WWW'03: Proceedings of the 12th International Conference on World Wide Web. New York: ACM, 2003: 640-651.
[6]
LI J, JING Y, XIAO X, et al.A trust model based on similarity-weighted recommendation for P2P environments [J]. Journal of Software, 2007, 18(1): 157-167. (李景涛,荆一楠,肖晓春,等.基于相似度加权推荐的P2P环境下的信任模型[J].软件学报,2007,18(1):157-167.)
[7]
WANG M, TAO F, ZHANG Y, et al.Accurate and adaptive reputation mechanism for P2P file sharing network [J]. Journal of Software, 2011, 22(10): 2346-2357. (王淼,陶飞,张玉军,等.一种P2P文件共享网络高精度自适应声誉机制[J].软件学报,2011,22(10):2346-2357.)
[8]
HU C, LIU J, LIU J. Services selection based on trust evolution and union for cloud computing [J]. Journal on Communications, 2011, 32(7): 71-79. (胡春华,刘济波,刘建勋.云计算环境下基于信任演化及集合的服务选择[J].通信学报,2011,32(7):71-79.)
[9]
XIE X, LIU L, ZHAO P. Trust model based on double incentive and deception detection for cloud computing [J]. Journal of Electronics & Information Technology, 2012, 34(4): 812-817. (谢晓兰,刘亮,赵鹏.面向云计算基于双层激励和欺骗检测的信任模型[J].电子与信息学报,2012,34(4):812-817.)
[10]
GAO Y, SHEN B, KONG H. Trust model for cloud computingbased on SLA and user ratings [J]. Computer Engineering, 2012, 38(7): 28-30. (高云璐,沈备军,孔华锋.基于SLA与用户评价的云计算信任模型[J].计算机工程,2012,38(7):28-30.)
[11]
HUANG H, WANG R. Subjective trust evaluation model based on membership cloud theory [J]. Journal on Communications, 2008, 29(4): 13-19. (黄海生,王汝传.基于隶属云理论的主观信任评估模型研究[J].通信学报,2008,29(4):13-19.)
[12]
XIE L, ZHU Z, SUN L, et al.Research on behavior trust evaluation model of cloud services based on membership theory [J]. Application Research of Computers, 2013, 30(4): 1051-1054. (谢立军,朱智强,孙磊,等.基于隶属度理论的云服务行为信任评估模型研究[J].计算机应用研究,2013,30(4):1051-1054.)
[13]
REN W, LEI M, YANG Y. DRT: a dynamical and robust trust model for software service in cloud computing [J]. Journal of Chinese Computer Systems, 2013, 33(4): 679-683. (任伟,雷敏,杨榆.DRT:一种云计算中可信软件服务的通用动态演变鲁棒信任模型[J].小型微型计算机系统,2013,33(4):679-683. )
[14]
ZHANG R, WU X, ZHOU S, et al.A trust model based on behaviors risk evaluation [J]. Chinese Journal of Computers, 2009, 32(4): 688-698. (张润莲,武小年,周胜源,等.一种基于实体行为风险评估的信任模型[J].计算机学报,2009,32(4):688-698.)
[15]
ZHANG L, WANG R, ZHANG Y. A trust evaluation model based on fuzzy set for grid environment [J]. Acta Electronica Sinica, 2008, 36(5), 862-868. (张琳,王汝传,张永平.一种基于模糊集合的可用于网格环境的信任评估模型[J].电子学报,2008,36(5):862-868.)