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Issue No.02 - April-June (2009 vol.2)
pp: 122-139
Kyriakos Kritikos , University of Crete, Heraklion
Dimitris Plexousakis , University of Crete, Heraklion
QoS-based Web Service (WS) discovery has been recognized as the main solution for filtering and selecting between functionally equivalent WSs stored in registries or other types of repositories. There are two main techniques for QoS-based WS matchmaking (filtering): ontology-based and Constraint Programming (CP)-based. Unfortunately, the first technique is not efficient as it is based on the rather immature technology of ontology reasoning, while the second one is not accurate as it is based on syntactic QoS-based descriptions and faulty matchmaking metrics. In our previous work, we have developed an extensible and rich ontology language for QoS-based WS description. Moreover, we have devised a semantic alignment algorithm for aligning QoS-based WS descriptions so as to increase the accuracy of QoS-based WS matchmaking algorithms. Finally, we have developed two alternative CP-based QoS-based WS matchmaking algorithms: a unary-constrained and n-ary-constrained one. In this paper, we claim that Mixed-Integer Programming (MIP) should be used as a matchmaking technique instead of CP and we provide experimental results proving it. In addition, we analyze and experimentally evaluate our matchmaking algorithms against a competing techniques one in order to demonstrate their efficiency and accuracy.
QoS, Web-based services, service discovery, service matchmaking, constraint programming, linear programming, mixed-integer programming, performance evaluation.
Kyriakos Kritikos, Dimitris Plexousakis, "Mixed-Integer Programming for QoS-Based Web Service Matchmaking", IEEE Transactions on Services Computing, vol.2, no. 2, pp. 122-139, April-June 2009, doi:10.1109/TSC.2009.10
[1] M. Klusch, B. Fries, and K. Sycara, “Automated Semantic Web Service Discovery with OWLS-MX,” Proc. Autonomous Agents and Multi-Agent Systems (AAMAS '06) Conf., pp. 915-922, 2006.
[2] K. Kritikos and D. Plexousakis, “Requirements for QoS-Based Web Service Description and Discovery,” Proc. First IEEE Int'l Workshop Requirements Eng. for Services (REFS '07), pp. 467-472, 2007.
[3] E.M. Maximilien and M.P. Singh, “Conceptual Model of Web Service Reputation,” SIGMOD Record, vol. 31, no. 4, pp. 36-41, 2002.
[4] A. Keller and H. Ludwig, “The WSLA Framework: Specifying and Monitoring Service Level Agreements for Web Services,” Technical Report RC22456 (W0205-171), IBM, 2002.
[5] M. Tian, A. Gramm, T. Naumowicz, H. Ritter, and J.S. Freie, “A Concept for QoS Integration in Web Services,” Proc. First Web Services Quality Workshop (WQW), pp. 149-155, 2003.
[6] V. Tosic, B. Pagurek, and K. Patel, “WSOL—A Language for the Formal Specification of Classes of Service for Web Services,” Proc. Int'l Conf. Web Services (ICWS '03), pp. 375-381, 2003.
[7] S. Ran, “A Model for Web Services Discovery with QoS,” SIGecom Exchanges, vol. 4, no. 1, pp. 1-10, 2003.
[8] C. Zhou, L.-T. Chia, and B.-S. Lee, “DAML-QoS Ontology for Web Services,” Proc. Int'l Conf. Web Services (ICWS '04), pp. 472-479, 2004.
[9] S. Degwekar, S.Y.W. Su, and H. Lam, “Constraint Specification and Processing in Web Services Publication and Discovery,” Proc. Int'l Conf. Web Services (ICWS '04), pp. 210-217, 2004.
[10] A.R. Cortés, O. Martín-Díaz, A.D. Toro, and M. Toro, “Improving the Automatic Procurement of Web Services Using Constraint Programming,” Int'l J. Cooperative Information Systems, vol. 14, no. 4, pp. 439-468, 2005.
[11] N. Oldham, K. Verma, A. Sheth, and F. Hakimpour, “Semantic WS-Agreement Partner Selection,” Proc. World Wide Web (WWW '06) Conf., pp. 697-706, 2006.
[12] E. Giallonardo and E. Zimeo, “More Semantics in QoS Matching,” Proc. Int'l Conf. Service-Oriented Computing and Applications, pp.163-171, 2007.
[13] K. Kritikos and D. Plexousakis, “Semantic QoS Metric Matching,” Proc. European Conf. Web Services (ECOWS '06), pp. 265-274, 2006.
[14] P. Van Hentenryck and V. Saraswat, “Strategic Directions in Constraint Programming,” ACM Computing Surveys, vol. 28, no. 4, pp. 701-726, 1996.
[15] F. Rossi, P. van Beek, and T. Walsh, Handbook of Constraint Programming. Elsevier Science, Inc., 2006.
[16] K. Kritikos and D. Plexousakis, “Semantic QoS-Based Web Service Discovery Algorithms,” Proc. European Conf. Web Services (ECOWS '07), 2007.
[17] A. Schrijver, Theory of Linear and Integer Programming. John Wiley, 1986.
[18] H.H. Do, S. Melnik, and E. Rahm, “Comparison of Schema Matching Evaluations,” Proc. Web, Web-Services, and Database Systems—NODe 2002 Web and Database-Related Workshops, pp.221-237, 2002.
[19] C. Guéret, C. Prins, M. Sevaux, and S. Heipcke, Applications of Optimization with XpressMP. Dash Optimization, Ltd., 2002.
[20] L. Granvilliers, “An Interval Component for Continuous Constraints,” J. Computational and Applied Math., vol. 162, no. 14, pp.79-92, Jan. 2004.
[21] Y. Lebbah, C. Michel, M. Rueher, D. Daney, and J.-P. Merlet, “Efficient and Safe Global Constraints for Handling Numerical Constraint Systems,” SIAM J. Numerical Analysis, vol. 42, no. 5, pp.2076-2097, 2004.
[22] J. Schimpf and K. Shen, “The Eclipse Open-Source Optimization Platform,” Proc. Workshop Open-Source Software for Integer and Constraint Programming (OSSICP '08) at CPAIOR, 2008.
[23] E. Al Masri and Q.H. Mahmoud, “Investigating Web Services on the World Wide Web,” Proc. World Wide Web (WWW '08) Conf., pp.795-804, 2008.
[24] R. Raman, M. Livny, and M. Solomon, “Matchmaking: Distributed Resource Management for High Throughput Computing,” Proc. Int'l Symp. High Performance Distributed Computing (HPDC '98), July 1998.
[25] C. Facciorusso, S. Field, R. Hauser, Y. Hoffner, R. Humbel, R. Pawlitzek, W. Rjaibi, and C. Siminitz, “A Web Services Matchmaking Engine for Web Services,” Proc. Conf. Electronic Commerce and Web Technologies (EC-Web '03), pp. 37-49, 2003.
[26] K. Kritikos, “QoS-Based Web Service Description and Discovery,” PhD thesis, Computer Science Dept., Univ. of Crete, Dec. 2008.
[27] Y. Liu, A.H.H. Ngu, and L. Zeng, “QoS Computation and Policing in Dynamic Web Service Selection,” Proc. World Wide Web (WWW) Conf., pp. 66-73, 2004.
[28] E. Al Masri and Q.H. Mahmoud, “QoS-Based Discovery and Ranking of Web Services,” Proc. Int'l Conf. Computer Comm. and Networks (ICCCN '07), 2007.
[29] L. Zeng, B. Benatallah, M. Dumas, J. Kalagnanam, and Q.Z. Sheng, “Quality Driven Web Services Composition,” Proc. World Wide Web (WWW '03) Conf., pp. 411-421, 2003.
[30] J. Cardoso and A. Sheth, “Semantic e-Workflow Composition,” J.Intelligent Information Systems, vol. 21, no. 3, pp. 191-225, 2003.
[31] S. Bistarelli, U. Montanari, and F. Rossi, “Semiring-Based Constraint Satisfaction and Optimization,” J. Assoc. for Computing Machinery, vol. 44, no. 2, pp. 201-236, 1997.
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