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Rater Credibility Assessment in Web Services Interactions

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Abstract

We investigate the problem of establishing trust in service-oriented environments. The focus is on providing an infrastructure for evaluating the credibility of raters in a reputation-based framework that would enable trust-based Web services interactions. The techniques we develop aid a service consumer in assigning an appropriate weight to the testimonies of different raters regarding a prospective service provider. The experimental analysis show that the proposed techniques successfully dilute the effects of malicious ratings, thereby facilitating accurate and fair assessment of the providers’ reputations.

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References

  1. Aberer, K., Despotovic, Z.: Managing trust in a peer-2-peer information system. In: CIKM, pp. 310–317, Atlanta, 5–10 November 2001

  2. Aberer, K., Despotovic, Z.: On reputation in game theory—application to online settings. Working Paper (2004)

  3. Al-Masri, E., Mahmoud, Q.H.: Discovering the best web service. In: 16th International Conference on World Wide Web (WWW), pp. 1257–1258, Banff, 8–12 May 2007

  4. Azzedin, F., Maheswaran, M.: Evolving and managing trust in grid cmputing systems. In: Proc. of the IEEE Canadian Conference on Electrical and Computer Engineering, pp. 1424–1429, Winnipeg, May 2002

  5. Benatallah, B., Skogsrud, H., Casati, F.: Trust-Serv: a lightweight trust negotiation service. In: VLDB Demo, Toronto, August 2004

  6. Bertino, E., Ferrari, E., Squicciarini, A.C.: Trust-X: a peer-to-peer framework for trust establishment. IEEE Trans. Knowl. Data Eng. 16(7), 827–842 (2004)

    Article  Google Scholar 

  7. Buchegger, S., Le Boudec, J.-Y.: Performance analysis of the CONFIDANT protocol. In: Proc. of the 3rd ACM Intl. Symposium on Mobile Ad Hoc Networking and Computing, pp. 226–236, Lausanne, June 9–11 2002

  8. Bouguettaya, A., Ouzzani, M., Medjahed, B., Cameron, J.: Managing government databases. Computer 34(2), 56–64 (2001), February

    Article  Google Scholar 

  9. Buchegger, S., Le Boudec, J.-Y.: A robust reputation system for p2p and mobile ad-hoc networks. In: Proceedings of the Second Workshop on the Economics of Peer-to-Peer Systems (2004)

  10. Buskens, V.: Social networks and the effect of reputation on cooperation. In: Proc. of the 6th Intl. Conf. on Social Dilemmas (1998)

  11. Casati, F., Shan, E., Dayal, U., Shan, M.-C.: Business-oriented management of web services. Commun. ACM 46(10), 55–60 (2003)

    Article  Google Scholar 

  12. Damiani, E., De Capitani di Vimercati, S., Paraboschi, S., Samarati, P., Violante, F.: A reputation-based approach for choosing reliable resources in peer-to-peer networks. In: ACM Conference on Computer and Communications Security, pp. 207–216, Washingtion, DC, 18–22 November 2002

  13. Dellarocas, C.: Immunizing online reputation reporting systems against unfair ratings and discriminatory behavior. In: 2nd ACM Conference on Electronic Commerce, Minneapolis, 17–20 October 2000

  14. Dellarocas, C.: The digitalization of word-of-mouth: promise and challeges of online feedback mechanisms. Manage. Sci. 49, 1407–1424 (2003)

    Article  Google Scholar 

  15. Dewan, P., Dasgupta, P.: Pride: peer-to-peer reputation infrastructure for decentralized environments. In: WWW (Alternate Track Papers & Posters), pp. 480–481, New York, 17–20 May 2004

  16. Emekci, F., Sahin, O.D., Agrawal, D., El-Abbadi, A.: A peer-to-peer framework for web service discovery with ranking. In: Intl. Conf. on Web Services (ICWS), San Diego, 6–9 June 2004

  17. Falker, J., Kuchar, J.: Analytical and empirical analysis of restricting airspace. In: 4th. USA/Europe Air Traffic Management R&D Seminar, Santa Fe, December 2001

  18. Finin, T.W., Joshi, A.: Agents, trust, and information access on the semantic web. ACM SIGMOD Record 31(4), 30–35 (2002)

    Article  Google Scholar 

  19. Giuliano, G.: ARGOS: dynamic composition of web services for goods movement analysis and planning. Technical report, Univ. of Southern California (2003)

  20. Houser, D., Wooders, J.: Reputation in auctions: theory, and evidence from eBay. J. Econ. Manage. Strategy 15, 353–369 (2005)

    Article  Google Scholar 

  21. Huberman, B.A., Wu, F.: The Dynamics of Reputations. TR, Hewlett-Packard Laboratories and Stanford University, January (2003)

  22. Huynh, T.D., Jennings, N.R., Shadbolt, N.R.: Certified reputation: how an agent can trust a stranger. In: AAMAS ’06: Proceedings of the fifth international joint conference on Autonomous agents and multiagent systems, pp. 1217–1224. ACM, New York (2006)

    Chapter  Google Scholar 

  23. IBM.: Aglet software development kit. http://www.trl.ibm.com/aglets (2000)

  24. Jurca, R., Faltings, B.: An incentive compatible reputation mechanism. In: Proc. of the 2003 IEEE Intl. Conf. on E-Commerce, pp. 285–292, Newport Beach, June 2003

  25. Kamvar, S.D., Schlosser, M.T., Garcia-Molina, H.: The eigentrust algorithm for reputation management in p2p networks. In: Proceedings of the Twelfth International World Wide Web Conference (WWW), Budapest, 20–24 May 2003

  26. Karr, A.F., Sanil, A.P., Banks, D.L.: Data quality: a statistical perspective. Stat. Methodol. 3(2), 137–173 (2006), April

    Article  MathSciNet  Google Scholar 

  27. Kesler, C.: Experimental games for the design of reputation management systems. IBM Syst. J. 42(3), (2003)

  28. Lam, S.K., Riedl, J.: Shilling recommender systems for fun and profit. In: Proc. of the 13th International World Wide Web Conference (WWW), p. 393–402, New York, 17–22 May 2004

  29. Li, Z., Wang, S.: The foundation of e-commerce: social reputation system–a comparison between american and china. In: ICEC ’05: Proceedings of the 7th International Conference on Electronic Commerce, pp. 230–232. ACM, New York (2005)

    Chapter  Google Scholar 

  30. Liu, Y., Yang, Y.R.: Reputation propagation and agreement in mobile ad-hoc networks. In: Proc. of the IEEE Wireless Communication and Networks Conference (WCNC) 2003, New Orleans, March 2003

  31. MacQueen, J.B.: Some methods for classification and analysis of multivariate observations. In: Proceedings of 5-th Berkeley Symposium on Mathematical Statistics and Probability, pp. 281–297. University of California Press, Berkeley (1967)

    Google Scholar 

  32. Majithia, S., Ali, A.S., Rana, O.F., Walker, D.W.: Reputation-based semantic service discovery. In: Proc. of the 13th IEEE International Workshops on Enabling Technologies: Infrastructures for Collaborative Enterprises (WETICE), pp. 297–302, Modena, 14–16 June 2004

  33. Malaga, R.: Web-based reputation management systems: problems and suggested solutions. Electronic Commerce Res. 1(1), 403–417 (2001)

    Article  MATH  Google Scholar 

  34. Malik, Z., Bouguettaya, A.: RATEWeb: reputation assessment for trust establishment among web services. VLDB J. (2008, in press)

  35. Maximilien, E.M., Singh, M.P.: Reputation and endorsement for web services. SIGecom Exchanges, 3(1), 24–31 (2002), December

    Article  Google Scholar 

  36. Maximilien, E.M., Singh, M.P.: A framework and ontology for dynamic web services selection. IEEE Internet Comput. 8(5), 84–93 (2004), September–October

    Article  Google Scholar 

  37. Maximilien, E.M., Singh, M.P.: Toward autonomic web services trust and selection. In: ICSOC 2004: Proceedings of 2nd International Conference on Service Oriented Computing, New York, November 2004

  38. Maximilien, E.M., Singh, M.P.: Agent-based trust model involving multiple qualities. In: AAMAS 2005: Proceedings of 4th International Autonomous Agents and Multi Agent Systems, Utrecht, July 2005

  39. Maximillien, E.M., Singh, M.P.: Conceptual model of web service reputation. SIGMOD Record, 31(4), 36–41 (2002), December

    Article  Google Scholar 

  40. Medjahed, B., Bouguettaya, A.: Customized delivery of e-government web services. IEEE Intel. Syst. 20(6) (2005), November/December

  41. Medjahed, B., Bouguettaya, A., Elmagarmid, A.: Composing web services on the semantic web. VLDB J. 12(4) (2003), November

  42. Medjahed, B., Rezgui, A., Bouguettaya, A., Ouzzani, M.: Infrastructure for E-Government web services. IEEE Internet Comput. 7(1) (2003), January/February

  43. Microsoft and Vodafone: Mobile web services technical roadmap. Technical report, Microsoft Corporation and Vodafone Group Services Ltd. (2003)

  44. Page, L., Brin, S., Motwani, R., Winograd, T.: The PageRank citation ranking: bringing order to the web. Technical report, Stanford Digital Library Technologies Project (1998)

  45. Papazoglou, M.P.: Web services and business transactions. World Wide Web: Internet and Web Inf. Syst. 6(1), 49–91 (2003), March

    Article  Google Scholar 

  46. Papazoglou, M.P., Georgakopoulos, D.: Serive-oriented computing. Commun. ACM 46(10), 25–65 (2003)

    Article  Google Scholar 

  47. Ran, S.: A model for web services discovery with qos. SIGecom Exch. 4(1), 1–10 (2003)

    Article  Google Scholar 

  48. Resnick, P., Zeckhauser, R.: Trust among strangers in internet transactions: empirical analysis of eBay’s reputation system. Advances in Applied Microeconomics, vol. 11. Elsevier, Amsterdam (2002)

    Google Scholar 

  49. Resnick, P., Zeckhauser, R., Friedman, E., Kuwabara, K.: Reputation systems. Commun. ACM 43(12) (2000), December

  50. Rocha, B.G., Almeida, V., Guedes, D.: Increasing qos in selfish overlay networks. IEEE Internet Comput. 10(3), 24–31 (2006), May–June

    Article  Google Scholar 

  51. Sabater, J., Sierra, C.: Reputation and social network analysis in multi-agent systems. In: Proc. of the first Intl. Joint Conf. on Autonomous Agents and Multiagent Systems, pp. 475–482, Bologna, 14–18 July 2003

  52. Simunic, D.A.: Theory is Too Important to be Left to the Theorists. Canadian Academic Accounting Association, Mississauga (2008)

    Google Scholar 

  53. Sonnek, J.D., Weissman, J.B.: A quantitative comparison of reputation systems in the grid. In: The 6th IEEE/ACM International Workshop on Grid Computing, pp. 242–249, Seattle, November 2005

  54. Sundaresan, N.: Online trust and reputation systems. In: EC ’07: Proceedings of the 8th ACM Conference on Electronic Commerce, pp. 366–367. ACM, New York (2007)

    Chapter  Google Scholar 

  55. Taiani, F., Hiltunen, M., Schlichting, R.: The impact of web service integration on grid performance. In: HPDC-14: Proceedings of the 14th IEEE International Symposium on High Performance Distributed Computing, vol. 14, pp. 24–27. IEEE, Piscataway (2005)

    Google Scholar 

  56. Tian, M., Gramm, A., Ritter, H., Schiller, J.: Efficient selection and monitoring of qos-aware web services with the ws-qos framework. In: International Conference on Web Intelligence, pp. 152–158. IEEE Computer Society, Washington, DC (2004)

    Chapter  Google Scholar 

  57. Udupi, Y.B., Singh, M.P.: Information sharing among autonomous agents in referral networks systems. In: 6th International Workshop on Agents and Peer-to-Peer Computing, Honolulu, May 2007

  58. Vu, L.-H., Hauswirth, M., Aberer, K.: QoS-based service selection and ranking with trust and reputation management. In: 13th International Conference on Cooperative Information Systems (CoopIS 2005), Agia Napa, 31 October–4 November 2005

  59. Walsh, K., Sirer, E.G.: Fighting peer-to-peer spam and decoys with object reputation. In: P2PECON ’05: Proceedings of the 2005 ACM SIGCOMM Workshop on Economics of Peer-to-Peer Systems, pp. 138–143. ACM, New York (2005)

    Chapter  Google Scholar 

  60. Wang, Y., Vassileva, J.: Trust and reputation model in peer-to-peer networks. In: Proc. of the Third International Conference on Peer-to-Peer Computing, pp. 150–158, Linköping, September 2003

  61. Weng, J., Miao, C., Goh, A.: Protecting online rating systems from unfair ratings. Trust Priv. Secur. Digit. Bus. 3592, 50–59 (2005), August

    Google Scholar 

  62. Whitby, A., Jsang, A., Indulska, J.: Filtering out unfair ratings in bayesian reputation systems. Icfain J. Manage. Res. 4(2), 48–64 (2005), February

    Google Scholar 

  63. Wickramage, N., Weerawarana, S.: A benchmark for web service frameworks. In: SCC ’05: Proceedings of the 2005 IEEE International Conference on Services Computing, pp. 233–242. IEEE Computer Society, Washington, DC (2005)

    Chapter  Google Scholar 

  64. W3C WS-Policy: Web services policy framework. http://www.ibm.com/developerworks/library/ws-polfram (2007)

  65. Xiong, L., Liu, L.: PeerTrust: supporting reputation-based trust for peer-to-peer electronic communities. IEEE Trans. Knowl. Data Eng. (TKDE) 16(7), 843–857 (2004), July

    Article  Google Scholar 

  66. Yang, X., Bouguettaya, A., Medjahed, B., Long, H., He, W.: Organizing and accessing web services on air. IEEE Trans. Syst. Man Cybern. Part A Syst. Humans, 33(6) (2003), November

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Correspondence to Zaki Malik.

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This work is supported by the National Science Foundation grant number 0627469.

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Malik, Z., Bouguettaya, A. Rater Credibility Assessment in Web Services Interactions. World Wide Web 12, 3–25 (2009). https://doi.org/10.1007/s11280-008-0056-y

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