Abstract
Trust is one of the most concerned obstacles for the adoption and growth of cloud computing. Although several solutions have been proposed recently in managing trust feedbacks in cloud environments, how to determine the credibility of trust feedbacks is mostly neglected. In addition, guaranteeing the availability of the trust management service is a difficult problem due to the unpredictable number of cloud service consumers and the highly dynamic nature of cloud environments. In this chapter, we propose a framework that uses Web services to improve ways on trust management in cloud environments. In particular, we introduce an adaptive credibility model that distinguishes between credible and malicious feedbacks by considering the cloud service consumers’ capability and majority consensus of their feedbacks. We also present a replication determination model that dynamically decides the optimal replica number of the trust management service so that the trust management service can be always maintained at a desired availability level. The approaches have been validated by a prototype system and experimental results.
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Please note that the lengths of the links do not represent anything because the cloud service consumers’ positions were assigned randomly around the corresponding cloud service.
References
Amazon-EC2: Elastic Compute Cloud (Amazon EC2) (2011), accessed 01/04/2011, Available at: http://aws.amazon.com/ec2
Amazon-S3: Amazon Simple Storage Service (Amazon - S3) (2011), accessed 29/03/2011, Available at: http://aws.amazon.com/s3
Armbrust, M., Fox, A., Griffith, R., Joseph, A., Katz, R., Konwinski, A., Lee, G., Patterson, D., Rabkin, A., Stoica, I., Zaharia, M.: A View of Cloud Computing. Communications of the ACM 53(4), 50–58 (2010)
Aziz, B., Hamilton, G.: Detecting Man-in-the-Middle Attacks by Precise Timing. In: Proc. of the 3rd Int. Conf. on Emerging Security Information, Systems and Technologies (SECURWARE’09). Athens/Glyfada, Greece (Jun 2009)
Brandic, I., Dustdar, S., Anstett, T., Schumm, D., Leymann, F., Konrad, R.: Compliant Cloud Computing (C3): Architecture and Language Support for User-Driven Compliance Management in Clouds. In: Proc. of IEEE 3rd Int. Conf. on Cloud Computing (CLOUD’10). Miami, Florida, USA (Jul 2010)
Buyya, R., Yeo, C., Venugopal, S.: Market-oriented Cloud Computing: Vision, Hype, and Reality for Delivering it Services as Computing Utilities. In: Proc. of IEEE 10th Int. Conf. on High Performance Computing and Communications (HPCC’08). Dalian, China (Sep 2008)
Chen, K., Hwang, K., Chen, G.: Heuristic Discovery of Role-Based Trust Chains in Peer-to-Peer Networks. IEEE Transactions on Parallel and Distributed Systems 20(1), 83–96 (2008)
Child, I.: The Psychological Meaning of Aesthetic Judgments. Visual Arts Research 9(2 (18)), 51–59 (1983)
Clark, K., Warnier, M., Brazier, F., Quillinan, T.: Secure Monitoring of Service Level Agreements. In: Proc. of the 5th Int. Conf. on Availability, Reliability, and Security (ARES’10). Krakow, Poland (Feb 2010)
Conner, W., Iyengar, A., Mikalsen, T., Rouvellou, I., Nahrstedt, K.: A Trust Management Framework for Service-Oriented Environments. In: Proc. of the 18th Int. Conf. on World Wide Web (WWW’09). Madrid, Spain (Apr 2009)
Dellarocas, C.: The Digitization of Word of Mouth: Promise and Challenges of Online Feedback Mechanisms. Management Science 49(10), 1407–1424 (2003)
Friedman, E., Resnick, P., Sami, R.: Algorithmic Game Theory, chap. Manipulation-Resistant Reputation Systems, pp. 677–697. Cambridge University Press, New York, USA (2007)
Google-Apps: Google Apps (2011), accessed 03/04/2011, Available at: http://www.google.com/apps/intl/en-au/business/index.html#utm_campaign=en-au&utm_source=en-ha-apac-au-bk-google&utm_medium=ha&utm_term=google-20app
Google-Docs: Google Docs - Online documents, spreadsheets, presentations, surveys, file storage and more (2011), accessed 11/04/2011, Available at: https://docs.google.com/
Habib, S., Ries, S., Muhlhauser, M.: Towards a Trust Management System for Cloud Computing. In: IEEE 10th Int. Conf. on Trust, Security and Privacy in Computing and Communications (TrustCom’11). Changsha, China (Nov 2011)
Hoffman, K., Zage, D., Nita-Rotaru, C.: A Survey of Attack and Defense Techniques for Reputation Systems. ACM Computing Surveys (CSUR) 42(1), 1–31 (2009)
Hwang, K., Li, D.: Trusted Cloud Computing with Secure Resources and Data Coloring. IEEE Internet Computing 14(5), 14–22 (2010)
Jøsang, A., Quattrociocchi, W.: Advanced Features in Bayesian Reputation Systems. In: Proc. of the 6th Int. Conf. on Trust, Privacy and Security in Digital Business (TrustBus’09). Linz, Austria (Sep 2009)
Ko, R., Jagadpramana, P., Mowbray, M., Pearson, S., Kirchberg, M., Liang, Q., Lee, B.: TrustCloud: A Framework for Accountability and Trust in Cloud Computing. In: IEEE World Congress on Services (SERVICES’11). Washington, DC, USA (Jul 2011)
Krautheim, F., Phatak, D., Sherman, A.: Introducing the Trusted Virtual Environment Module: A New Mechanism for Rooting Trust in Cloud Computing. In: Proc. of the 3rd Int. Conf. on Trust and Trustworthy Computing (TRUST’10). Berlin, Germany (Jun 2010)
Lai, K., Feldman, M., Stoica, I., Chuang, J.: Incentives for Cooperation in Peer-to-Peer Networks. In: Proc. of the 1st Workshop on Economics of Peer-to-Peer Systems. Berkeley, CA, USA (Jun 2003)
Malik, Z., Bouguettaya, A.: Rater Credibility Assessment in Web Services Interactions. World Wide Web 12(1), 3–25 (2009)
Malik, Z., Bouguettaya, A.: RATEWeb: Reputation Assessment for Trust Establishment Among Web services. The VLDB Journal 18(4), 885–911 (2009)
Manuel, P., Thamarai Selvi, S., Barr, M.E.: Trust Management System for Grid and Cloud Resources. In: Proc. of the 1st Int. Conf. on Advanced Computing (ICAC’09). Chennai, India (Dec 2009)
Massa, P., Avesani, P.: Trust Metrics in Recommender Systems. In: Computing with Social Trust, pp. 259–285. Human-Computer Interaction Series, Springer London (2009)
Mell, P., Grance, T.: The NIST Definition of Cloud Computing (Sep2011), accessed: 05/06/2012, Available at: http://csrc.nist.gov/publications/drafts/800-145/Draft-SP-800-145/Draft/800_145_cloud-efinition.pdf
Microsoft: Windows Live Mesh 2011 (2011), accessed 09/05/2011, Available at:https://www.mesh.com/
NetLogo: Netlogo home page (2011), accessed 1/3/2011, Available at: http://ccl.northwestern.edu/netlogo/
Noor, T.H., Sheng, Q.Z.: Credibility-Based Trust Management for Services in Cloud Environments. In: Proc. of the 9th Int. Conf. on Service Oriented Computing (ICSOC’11). Paphos, Cyprus (Dec 2011)
Noor, T.H., Sheng, Q.Z.: Trust as a Service: A Framework for Trust Management in Cloud Environments. In: Proc. of the 12th Int. Conf. on Web and Information Systems (WISE’11). Sydney, Australia (Oct 2011)
Pearson, S., Benameur, A.: Privacy, Security and Trust Issues Arising From Cloud Computing. In: Proc. IEEE 2nd Int. Conf. on Cloud Computing Technology and Science (CloudCom’10). Indianapolis, Indiana, USA (Nov - Dec 2010)
Roosevelt, E.: Facing the problems of youth. The P.T.A. magazine: National Parent-Teacher Magazine 29(30), 1–6 (1935)
Sheth, A.P., Gomadam, K., Lathem, J.: SA-REST: Semantically Interoperable and Easier-to-Use Services and Mashups. IEEE Internet Computing 11(6), 84–87 (2007)
Skopik, F., Schall, D., Dustdar, S.: Start Trusting Strangers? Bootstrapping and Prediction of Trust. In: Proc. of the 10th Int. Conf. on Web Information Systems Engineering (WISE’09). Poznan, Poland (Oct 2009)
Skopik, F., Schall, D., Dustdar, S.: Trustworthy Interaction Balancing in Mixed Service-Oriented Systems. In: Proc. of ACM 25th Symp. on Applied Computing (SAC’10). Sierre, Switzerland (Mar 2010)
Sotomayor, B., Montero, R., Lorente, I., Foster, I.: Virtual Infrastructure Management in Private and Hybrid Clouds. IEEE Internet Computing 13(5), 14–22 (2009)
Weng, J., Miao, C., Goh, A.: Protecting Online Rating Systems from Unfair Ratings. In: Proc. of the 2nd Int. Conf. on Trust, Privacy, and Security in Digital Business (TrustBus’05). Copenhagen, Denmark (Aug 2005)
Xiong, L., Liu, L.: Peertrust: Supporting Reputation-based Trust for Peer-to-Peer Electronic Communities. IEEE Transactions on Knowledge and Data Engineering 16(7), 843–857 (2004)
Acknowledgments
Talal H. Noor’s work has been supported by King Abdullah’s Postgraduate Scholarship, the Ministry of Higher Education: Kingdom of Saudi Arabia.
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Noor, T.H., Sheng, Q.Z. (2014). Web Service-Based Trust Management in Cloud Environments. In: Bouguettaya, A., Sheng, Q., Daniel, F. (eds) Advanced Web Services. Springer, New York, NY. https://doi.org/10.1007/978-1-4614-7535-4_5
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DOI: https://doi.org/10.1007/978-1-4614-7535-4_5
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