A Subjectivity and Time-Varying Reputation-Oriented Trust Management Method in Cloud Services

doi:10.13190/j.jbupt.2016-178

JOURNAL OF BEIJING UNIVERSITY OF POSTS AND TELECOM ›› 2017, Vol. 40 ›› Issue (5): 30-35.doi: 10.13190/j.jbupt.2016-178

• Papers • Previous Articles Next Articles

A Subjectivity and Time-Varying Reputation-Oriented Trust Management Method in Cloud Services

XU Jiu-yun, GUAN Chao, JIANG Dan

School of Computer and Communication Engineering, China University of Petroleum(Huadong), Shandong Qingdao 266580, China

Received:2016-07-26 Online:2017-10-28 Published:2017-11-21

Abstract

Abstract: Currently, most of cloud service requesters select cloud services (cloud storage, cloud platforms, etc. according to the evaluation by the evaluators. This evaluation is based an objective criterion which is neglected with the difference of preferences between the requester and the evaluators. However, the issues of the evaluation with individual's preferences, which is the value of evaluation with the requester's subjective sense and the value of evaluations wearing off with time going, are in normal sense. Taking the subjectivity and time-varying of evaluations into consideration, a decision tree and time decay to assess trust model was proposed. In detail, the reputation value of cloud services no longer regards the quality of service as an objective value, but the difference of the cloud services users' subjective consciousness. Experiments was conducted based on the proposed model. It is shown that this model can provide more accurate reputation values based on the cloud customers' feedbacks than the existing reputation evaluation model.

Key words: cloud computing, the subjectivity and time-varying of reputation, the evaluation of similarity, the decision tree model, time decay model of reputation

CLC Number:

TN911.22

XU Jiu-yun, GUAN Chao, JIANG Dan. A Subjectivity and Time-Varying Reputation-Oriented Trust Management Method in Cloud Services[J]. JOURNAL OF BEIJING UNIVERSITY OF POSTS AND TELECOM, 2017, 40(5): 30-35.

References

[1] Noor T H, Sheng Q Z, Zeadally S, et al. Trust management of services in cloud environments:obstacles and solutions[J]. ACM Computing Surveys (CSUR), 2013, 46(1):1-30.
[2] Dellarocas C. Reputation mechanisms [C]//Handbook on Economics and Information Systems. Amsterdam:Elsevier, 2006:629-660.
[3] Schlosser A, Voss M, Brückner L. On the simulation of global reputation systems [J]. Journal of Artificial Societies & Social Simulation, 2006, 9(1):11.
[4] Andhale P, Rege M, Yu Q. Discovering heterogeneous evolving web service communities using semi-supervised non negative matrix factorization [J]. International Journal of Machine Learning and Computing, 2013, 3(2):201-205.
[5] Wang Xiaofeng, Su Jinshu, Hu Xiaofeng, et al. Trust model for cloud systems with self variance evaluation[C]//Security, Privacy and Trust in Cloud Systems. Berlin Heidelberg:Springer, 2014:283-309.
[6] Noor T H, Sheng Q Z. Trust as a service:a framework for trust management in cloud environments [C]//International Conference on Web Information System Engineering. Sydney:Springer, 2011:314-321.
[7] Noor T H, Sheng Q Z, Yao L, et al. CloudArmor:supporting reputation-based trust management for cloud services [J]. IEEE transactions on parallel and distributed systems, 2016, 27(2):367-380.
[8] Malik Z, Bouguettaya A. Rateweb:Reputation assessment for trust establishment among web services [J]. The VLDB Journal-The International Journal on Very Large Data Bases, 2009, 18(4):885-911.
[9] Wang Shangguang, Zheng Zibin, Wu Zhengping, et al. Reputation measurement and malicious feedback rating prevention in web service recommendation systems [J]. IEEE Transactions on Services Computing, 2015, 8(5):755-767.
[10] Bishr M, Kuhn W. Trust and reputation models for quality assessment of human sensor observations [C]//International Conference on Spatial Information Theory. Scarborough:Springer, 2013:53-73.
[11] 刘迎春, 郑小林, 陈德人. 信任网络中基于角色信誉的信任预测[J]. 北京邮电大学学报, 2013, 36(1):72-76. Liu Yingchun, Zheng Xiaolin, Chen Deren. Trust predicting using roles-based reputation in trust network[J]. Journal of Beijing University of Posts and Telecommunications, 2013, 36(1):72-76.
[12] 周超, 李博. 一种基于用户信任网络的推荐方法[J]. 北京邮电大学学报, 2014, 37(4):98-102. Zhou Chao, Li Bo. A recommendation method based on user trust network[J]. Journal of Beijing University of Posts and Telecommunications, 2014, 37(4):98-102.
[13] Xu Jiuyun, Jiang Dan, Wang Bin, et al. Local reputation management in cloud computing [C]//2015 IEEE World Congress on Services (SERVICES). New York:IEEE, 2015:261-267.

[1]	ZHANG Zhi-hua, WANG Meng-qing, MAO Wen-tao, LIU Chun-hong, CHENG Bo. Joint Prediction of Multi-Workload Sequences Based on Temporal Correlation in the Cloud [J]. Journal of Beijing University of Posts and Telecommunications, 2020, 43(4): 68-75.
[2]	YIN Xue-yuan, CHEN Xing-shu, LI Hui, CHEN Lin. A Method to Implement File Antivirus Based on Virtualization [J]. JOURNAL OF BEIJING UNIVERSITY OF POSTS AND TELECOM, 2018, 41(2): 50-55.
[3]	ZHU Xiao-ning, SUN Bin, ZHU Chun-ge. Reliability Evaluation Model of Large Scale Cloud Resources [J]. JOURNAL OF BEIJING UNIVERSITY OF POSTS AND TELECOM, 2017, 40(s1): 53-57.
[4]	WANG Li-yu, SUN Bin, QIN Tong. Application of Improved DBSCAN Clustering Algorithm in Task Scheduling of Cloud Computing [J]. JOURNAL OF BEIJING UNIVERSITY OF POSTS AND TELECOM, 2017, 40(s1): 68-71.
[5]	LIU Jing, WU Hai-bo, WANG Shao-shuai, JIA Lei. A Colored Petri Nets Model Based Cloud Test Generation Approach and Implementation System [J]. JOURNAL OF BEIJING UNIVERSITY OF POSTS AND TELECOM, 2016, 39(5): 89-93,115.
[6]	XIAO Ding, JIA Ya-pu, SHI Chuan. Non-liner Energy Consumption Model for Cloud Computing [J]. JOURNAL OF BEIJING UNIVERSITY OF POSTS AND TELECOM, 2016, 39(1): 107-111.
[7]	GUO Li-zheng, ZHANG Yi-fei, ZHAO Shu-guang. Optimization Method of Performance and Energy Consumption Aware under Data Center Environment [J]. JOURNAL OF BEIJING UNIVERSITY OF POSTS AND TELECOM, 2015, 38(s1): 72-76.
[8]	YU Jun-yang, HU Zhi-gang, LIU Xiu-lei. Smallfiles on HDFS Merging based on the Energy Efficiency [J]. JOURNAL OF BEIJING UNIVERSITY OF POSTS AND TELECOM, 2015, 38(6): 34-38.
[9]	WU Bin, LIN Xing, LI Wei-dong, LU Tian-liang, ZHANG Dong-mei. Smartphone Malware Detection Model Based on Artificial Immune System in Cloud Computing [J]. JOURNAL OF BEIJING UNIVERSITY OF POSTS AND TELECOM, 2015, 38(4): 34-38.
[10]	WANG Ting, XU Ke, WANG Na, SONG Jun-de. Optimized Scalable Scheme for Server Selections in Cloud Computing Environments [J]. JOURNAL OF BEIJING UNIVERSITY OF POSTS AND TELECOM, 2014, 37(s1): 83-86.
[11]	QIAO Yuan-yuan, LIU Fang, LING Yan, YIN Jin-song. Resource Modeling and Performance Prediction of MapReduce in Cloud Computing Environment [J]. JOURNAL OF BEIJING UNIVERSITY OF POSTS AND TELECOM, 2014, 37(s1): 115-119.
[12]	WU Xu, XU Jin, LI Chun-wen, LIU Chuan-yi. Research on eID-Based Virtual Machine Trusted Attestation System in IaaS Cloud [J]. JOURNAL OF BEIJING UNIVERSITY OF POSTS AND TELECOM, 2014, 37(5): 85-90.
[13]	LIU Xing, YUAN Chao-wei, YANG Zhen, HU Zhong-wei. User Handoff and Access Control Based on Mobile Agent in Mobile Cloud Computing [J]. JOURNAL OF BEIJING UNIVERSITY OF POSTS AND TELECOM, 2014, 37(2): 88-92.
[14]	SONG Jie, LI Tian-tian, YAN Zhen-xing, ZHU Zhi-liang. Load-Balanced Data Layout Approach in Data-Intensive Computing [J]. JOURNAL OF BEIJING UNIVERSITY OF POSTS AND TELECOM, 2013, 36(4): 76-80.
[15]	LIU Chuan-yi, FANG Bin-xing, LIN Jie. Modular Destruction for the Infrastructure as a Service Cloud [J]. JOURNAL OF BEIJING UNIVERSITY OF POSTS AND TELECOM, 2013, 36(2): 38-43.

A Subjectivity and Time-Varying Reputation-Oriented Trust Management Method in Cloud Services

PDF

Knowledge

Abstract

Cite this article

share this article

References

Related Articles 15

Recommended Articles

Metrics

Comments