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Automating user reviews using ontologies: an agent-based approach

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Abstract

The Web is becoming a global market place, where the same services and products are offered by different providers. When obtaining a service, consumers have to select one provider among many alternatives to receive a service or buy a product. In real life, when obtaining a service, many consumers depend on the user reviews. User reviews—presumably written by other consumers—provide details on the consumers’ experiences and thus are more informative than ratings. The down side is that such user reviews are written in natural language, making it extremely difficult to be interpreted by computers. Therefore, current technologies do not allow automation of user reviews and require too much human effort for tasks such as writing and reading reviews for the providers, aggregating existing information, and finally choosing among the possible candidates. In this paper, we represent consumers’ reviews as machine processable structures using ontologies and develop a layered multiagent framework to enable consumers to find satisfactory service providers for their needs automatically. The framework can still function successfully when consumers evolve their language and when deceptive reviewers enter the system. We show the flexibility of the framework by employing different algorithms for various tasks and evaluate them for different circumstances.

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References

  1. Aberer, K., Cudre-Mauroux, P., Hauswirth, M.: Start making sense: the chatty web approach for global semantic agreements. Journal of Web Semantics 1(1), 89–114 (2003)

    Article  Google Scholar 

  2. Alpaydin, E.: Introduction to Machine Learning. MIT Press, Cambridge (2001)

    Google Scholar 

  3. Baader, F., Calvanese, D., McGuinness, D.L., Nardi, D., Patel-Schneider, P.F. (eds.): The Description Logic Handbook: Theory, Implementation and Applications. Cambridge University Press, Cambridge (2003)

    MATH  Google Scholar 

  4. Caverlee, J., Liu, L., Webb, S.: Towards robust trust establishment in web-based social networks with SocialTrust. In: WWW ’08: Proceeding of the 17th International Conference on World Wide Web, pp 1163–1164. ACM, New York (2008)

    Chapter  Google Scholar 

  5. Caverlee, J., Liu, L., Webb, S.: The SocialTrust framework for trusted social information management: architecture and algorithms. Inf. Sci. 180(1), 95–112 (2010)

    Article  Google Scholar 

  6. Cornelli, F., Damiani, E., di Vimercati, S.D.C., Paraboschi, S., Samarati, P.: Choosing reputable servents in a P2P network. In: WWW ’02: Proceedings of the 11th International Conference on World Wide Web, pp. 376–386. ACM, New York (2002)

    Chapter  Google Scholar 

  7. Doan, A., Madhavan, J., Domingos, P., Halevy, A.: Learning to map between ontologies on the semantic web. In: Proceedings of the 11th International WWW Conference, pp. 662–673 (2002)

  8. Duda, R.O., Hart, P.E., Stork, D.G.: Pattern Classification. Wiley, West Sussex (2001)

    MATH  Google Scholar 

  9. Garcia-Laencina, P.J., Sancho-Gomez, J.-L., Figueiras-Vidal, A.R.: Pattern classification with missing data: a review. Neural Comput. Appl. 19(2), 263–282 (2010)

    Article  Google Scholar 

  10. Gómez-Pérez, A., Fernández-López, M., Corcho, O.: Ontological Engineering: with Examples from the Areas of Knowledge Management, e-Commerce and the Semantic Web (Advanced Information and Knowledge Processing). Springer, Secaucus (2007)

    Google Scholar 

  11. Hepp, M.: Goodrelations: an ontology for describing products and services offers on the web. In: EKAW ’08: Proceedings of the 16th International Conference on Knowledge Engineering, pp. 329–346. Springer, Berlin (2008)

    Google Scholar 

  12. Huynh, T.D., Jennings, N.R., Shadbolt, N.: Fire: an integrated trust and reputation model for open multi-agent systems. In: Proceedings of 16th European Conference on Artificial Intelligence, pp. 18–22 (2004)

  13. Jøsang, A., Ismail, R.: The beta reputation system. In: Proceedings of the Fifteenth Bled Electronic Commerce Conference e-Reality: Constructing the e-Economy, pp. 48–64 (2002)

  14. Jøsang, A., Ismail, R., Boyd, C.: A survey of trust and reputation systems for online service provision. Decis. Support Syst. 43(2), 618–644 (2007)

    Article  Google Scholar 

  15. Kang, D.-K., Sohn, K.: Learning decision trees with taxonomy of propositionalized attributes. Pattern Recogn. 42(1), 84–92 (2009)

    Article  MATH  Google Scholar 

  16. KAON2: Kaon2 Web Site: http://kaon2.semanticweb.org (2005)

  17. Laera, L., Blacoe, I., Tamma, V., Payne, T., Euzenat, J., Bench-Capon, T.: Argumentation over ontology correspondences in MAS. In: Proceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems, pp. 1285–1292 (2007)

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

    Article  Google Scholar 

  19. McGuinness, D.L., Harmelen, F.V.: Owl Web Ontology Language Overview (2003)

  20. Montgomery, D.C.: Design and Analysis of Experiments. Wiley, West Sussex (2001)

    Google Scholar 

  21. Oldham, N., Verma, K., Sheth, A., Hakimpour, F.: Semantic ws-agreement partner selection. In: Proceedings of WWW’06, pp. 697–706 (2006)

  22. Pan, J.Z.: A flexible ontology reasoning architecture for the semantic web. IEEE Trans. Knowl. Data Eng. 19(2), 246–260 (2007)

    Article  Google Scholar 

  23. Quinlan, J.R.: C4.5: Programs for Machine Learning. Morgan Kaufmann, San Francisco (1993)

    Google Scholar 

  24. Ramchurn, S.D., Huynh, D., Jennings, N.R.: Trust in multi-agent systems. Knowl. Eng. Rev. 19(1), 1–25 (2004)

    Article  Google Scholar 

  25. Rettinger, A., Nickles, M., Tresp, V.: A statistical relational model for trust learning. In: AAMAS ’08: Proceedings of the 7th International Joint Conference on Autonomous Agents and Multiagent Systems, pp. 763–770 (2008)

  26. Sabater, J., Sierra, C.: Regret: reputation in gregarious societies. In: Proceedings of the Fifth International Conference on Autonomous Agents, pp. 194–195 (2001)

  27. Schaupp, L.C., Belanger, F.: A conjoint analysis of online consumer satisfaction. J. Electron. Commer. Res. 6, 95–111 (2005)

    Google Scholar 

  28. Sen, S., Kar, P.: Sharing a concept. In: Working Notes of the AAAI-02 Spring Symposium on Collaborative Learning Agents (2002)

  29. Sen, S., Sajja, N.: Robustness of reputation-based trust: Boolean case. In: Proceedings of the 1st International Joint Conference on Autonomous Agents and MultiAgent Systems (AAMAS), pp. 288–293 (2002)

  30. Şensoy, M., Yolum, P.: Ontology-based service representation and selection. IEEE Trans. Knowl. Data Eng. 19(8), 1102–1115 (2007)

    Article  Google Scholar 

  31. Şensoy, M., Yolum, P.: Active concept learning for ontology evolution. In: Proceedings of The 18th European Conference on Artificial Intelligence (ECAI 2008), pp. 773–774 (2008)

  32. Şensoy, M., Yolum, P.: Experimental evaluation of deceptive information filtering in context-aware service selection. Lect. Notes Artif. Intell. 5396, 326–347 (2008)

    Google Scholar 

  33. Şensoy, M., Yolum, P.: Evolving service semantics cooperatively: a consumer-driven approach. Journal of Autonomous Agents and Multi-Agent Systems 18(3), 526–555 (2009)

    Article  Google Scholar 

  34. Şensoy, M., Zhang, J., Yolum, P., Cohen, R.: Poyraz: Context-aware service selection under deception. Comput. Intell. 25(4), 335–366 (2009)

    Article  MathSciNet  Google Scholar 

  35. Sirin, E., Parsia, B., Grau, B.C., Kalyanpur, A., Katz, Y.: Pellet: a practical OWL-DL reasoner. Web Semantics 5(2), 51–53 (2007)

    Article  Google Scholar 

  36. Sommerville, I.: Software Engineering. Addison Wesley, Redwood (1995)

    Google Scholar 

  37. Srivatsa, M., Xiong, L., Liu, L.: TrustGuard: countering vulnerabilities in reputation management for decentralized overlay networks. In: WWW ’05: Proceedings of the 14th International Conference on World Wide Web, pp. 422–431. ACM, New York (2005)

    Chapter  Google Scholar 

  38. Staab, E., Engel, T.: Combining cognitive and computational concepts for experience-based trust reasoning. In: Falcone, R., Barber, S., Sabater, J., Singh, M. (eds.) Proc. of the 11th Int. Workshop on Trust in Agent Societies (TRUST ’09), pp. 41–45. IFAAMAS (2008)

  39. Stephens, L.M., Gangam, A.K., Huhns, M.N.: Constructing consensus ontologies for the semantic web: a conceptual approach. World Wide Web 7(4), 421–442 (2004)

    Article  Google Scholar 

  40. Teacy, W., Patel, J., Jennings, N., Luck, M.: TRAVOS: trust and reputation in the context of inaccurate information sources. Journal of Autonomous Agents and Multi-Agent Systems 12(2), 183–198 (2006)

    Article  Google Scholar 

  41. Whitby, A., Jøsang, A., Indulska, J.: Filtering out unfair ratings in bayesian reputation systems. The ICFAIN Journal of Management Research 4(2), 48–64 (2005)

    Google Scholar 

  42. Williams, A.B.: Learning to share meaning in a multi-agent system. Auton. Agents Multi-Agent Syst. 8(2), 165–193 (2004)

    Article  Google Scholar 

  43. Williams, D., Liao, X., Xue, Y., Carin, L., Krishnapuram, B.: On classification with incomplete data. IEEE Trans. Pattern Anal. Mach. Intell. 29(3), 427–436 (2007)

    Article  Google Scholar 

  44. Wu, F., Zhang, J., Honavar, V.: Learning classifiers using hierarchically structured class taxonomies. In: Proceedings of the Symposium on Abstraction, Reformulation, and Approximation (SARA 2005), vol. 3607, pp. 313–320. Springer, Edinburgh (2005)

    Google Scholar 

  45. Yolum, P., Singh, M.P.: Engineering self-organizing referral networks for trustworthy service selection. IEEE Trans. Syst. Man Cybern. A35(3), 396–407 (2005)

    Google Scholar 

  46. Yu, B., Singh, M.: Detecting deception in reputation management. In: Proceedings of Second International Joint Conference on Autonomous Agents and Multiagent Systems (AAMAS), pp. 73–80 (2003)

  47. Zhang, J., Cohen, R.: A trust model for sharing ratings of information providers on the semantic web. In: Canadian Semantic Web. Semantic Web and Beyond: Computing for Human Experience, pp. 45–61. Springer, New York (2006)

    Google Scholar 

  48. Zhang, J., Honavar, V.: Learning decision tree classifiers from attribute value taxonomies and partially specified data. In: Proceedings of the International Conference on Machine Learning (2003)

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Authors and Affiliations

  1. Department of Computing Science, University of Aberdeen, AB24 3FX, Aberdeen, Scotland, UK

    Murat Şensoy

  2. Department of Computer Engineering, Boğaziçi University, Bebek, 34342, Istanbul, Turkey

    Pınar Yolum

Authors
  1. Murat Şensoy
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  2. Pınar Yolum
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Correspondence to Murat Şensoy.

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Şensoy, M., Yolum, P. Automating user reviews using ontologies: an agent-based approach. World Wide Web 15, 285–323 (2012). https://doi.org/10.1007/s11280-011-0134-4

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