Automatic SLA matching and provider selection in Grid and Cloud computing markets

Proceedings - IEEE/ACM International Workshop on Grid Computing

Volumn , Issue , 2012, Pages 85-94

  Redl, Christoph ^a   Breskovic, Ivan ^a   Brandic, Ivona ^a   Dustdar, Schahram ^a  

^a VIENNA UNIVERSITY OF TECHNOLOGY   (Austria)

Author keywords

Autonomic computing; Cloud computing; Electronic markets; Machine learning; Provider selection; Service Level Agreement; SLA mapping; SLA matching

Indexed keywords

AUTONOMIC COMPUTING; ELECTRONIC MARKET; PROVIDER SELECTION; SERVICE LEVEL AGREEMENTS; SLA MATCHING;

CLOUD COMPUTING; COMMERCE; LEARNING ALGORITHMS; LEARNING SYSTEMS; NETWORK ARCHITECTURE; QUALITY OF SERVICE; UBIQUITOUS COMPUTING;

GRID COMPUTING;

EID: 84869057674     PISSN: 15505510     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/Grid.2012.18     Document Type: Conference Paper

References (34)

1. M. Armbrust, A. Fox, R. Griffith, A. Joseph, R. Katz, A. Konwinski, G. Lee, D. Patterson, A. Rabkin, I. Stoica et al., "Above the Clouds: A Berkeley View of Cloud Computing," UCB/EECS-2009-28, EECS Department, University of California, Berkeley, Tech. Rep., 2009.
2. R. Buyya, C. Yeo, S. Venugopal, J. Broberg, and I. Brandic, "Cloud Computing and Emerging IT Platforms: Vision, Hype, and Reality for Delivering Computing as the 5th Utility," Future Generation Computer Systems, vol. 25, no. 6, pp. 599-616, 2009.
3. M. Risch, I. Brandic, and J. Altmann, "Using SLA Mapping to Increase Market Liquidity," in Service-Oriented Computing ICSOC/ServiceWave 2009 Workshops, ser. Lecture Notes in Computer Science, vol. 6275. Springer, 2010, pp. 238-247.
4. I. Breskovic, C. Haas, S. Caton, and I. Brandic, "Towards Self-Awareness in Cloud Markets: A Monitoring Methodology," in 9th IEEE International Conference on Dependable, Autonomic and Secure Computing (DASC 2011), 2011.
5. I. Breskovic, M. Maurer, V. Emeakaroha, I. Brandic, and J. Altmann, "Towards Autonomic Market Management in Cloud Computing Infrastructures," in International Conference on Cloud Computing and Services Science (CLOSER 2011), 2011.
6. I. Breskovic, M. Maurer, V. Emeakaroha, I. Brandic, and S. Dustdar, "Cost-Efficient Utilization of Public SLA Templates in Autonomic Cloud Markets," in 4th IEEE International Conference on Utility and Cloud Computing (UCC 2011), 2011.
7. K. Kritikos and D. Plexousakis, "Requirements for QoS-Based Web Service Description and Discovery," Services Computing, IEEE Transactions on, vol. 2, no. 4, pp. 320-337, 2009.
8. V. Tran and H. Tsuji, "A Survey and Analysis on Semantics in QoS for Web Services," in Advanced Information Networking and Applications, 2009. AINA'09. International Conference on. IEEE, 2009, pp. 379-385.
9. N. Chudasma and S. Chaudhary, "Service Composition Using Service Selection with WS-Agreement," in Proceedings of the 2nd Bangalore Annual Compute Conference. ACM, 2009, p. 21.
10. H. Muñoz, I. Kotsiopoulos, A. Micsik, B. Koller, and J. Mora, "Flexible SLA Negotiation Using Semantic Annotations," in Service-Oriented Computing. ICSOC/ServiceWave 2009 Workshops. Springer, 2010, pp. 165-175.
11. K. Fakhfakh, S. Tazi, K. Drira, T. Chaari, and M. Jmaiel, "Implementing and Testing a Semantic-Driven Approach Towards a Better Comprehension Between Service Consumers and Providers," in Advanced Information Networking and Applications Workshops (WAINA), 2010 IEEE 24th International Conference on. IEEE, 2010, pp. 183-188.
12. I. Brandic, D. Music, S. Dustdar, S. Venugopal, and R. Buyya, "Advanced QoS Methods for Grid Workflows based on Meta-Negotiations and SLA-Mappings," in Workflows in Support of Large-Scale Science, 2008. WORKS 2008. Third Workshop on. IEEE, 2008, pp. 1-10.
13. I. Brandic, D. Music, and S. Dustdar, "Service Mediation and Negotiation Bootstrapping as First Achievements Towards Self-adaptable Cloud Services," in Grids and Service-Oriented Architectures for Service Level Agreements, P. Wieder, R. Yahyapour, and W. Ziegler, Eds. Springer, 2010, pp. 119-132.
14. M. Maurer, V. Emeakaroha, I. Brandic, and J. Altmann, "Cost-Benefit Analysis of an SLA Mapping Approach for Defining Standardized Cloud Computing Goods," Future Generation Computer Systems, 2011.
15. N. Oldham, K. Verma, A. Sheth, and F. Hakimpour, "Semantic WSAgreement Partner Selection," in Proceedings of the 15th international conference on World Wide Web. ACM, 2006, pp. 697-706.
16. L. Green, "Service Level Agreements: An Ontological Approach," in Proceedings of the 8th International Conference on Electronic Commerce: The New E-Commerce: Innovations for Conquering Current Barriers, Obstacles and Limitations to Conducting Successful Business on the Internet. ACM, 2006, pp. 185-194. (Pubitemid 47140659)
17. G. Dobson and A. Sanchez-Macian, "Towards Unified QoS/SLA Ontologies," in Services Computing Workshops, 2006. SCW'06. IEEE. IEEE, 2006, pp. 169-174. (Pubitemid 47534178)
18. F. Giunchiglia and P. Shvaiko, "Semantic Matching," The Knowledge Engineering Review, vol. 18, no. 03, pp. 265-280, 2003.
19. F. Giunchiglia, M. Yatskevich, and P. Shvaiko, "Semantic Matching: Algorithms and Implementation," in Journal on Data Semantics IX. Springer, 2007, pp. 1-38.
20. M. Bilenko, R. Mooney, W. Cohen, P. Ravikumar, and S. Fienberg, "Adaptive Name Matching in Information Integration," Intelligent Systems, IEEE, vol. 18, no. 5, pp. 16-23, 2003.
21. M. Bilenko and R. Mooney, "Adaptive Duplicate Detection Using Learnable String Similarity Measures," in Proceedings of the Ninth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. ACM, 2003, pp. 39-48.
22. A. Elmagarmid, P. Ipeirotis, and V. Verykios, "Duplicate Record Detection: A Survey," Knowledge and Data Engineering, IEEE Transactions on, vol. 19, no. 1, pp. 1-16, 2007. (Pubitemid 44955773)
23. A. Doan, J. Madhavan, R. Dhamankar, P. Domingos, and A. Halevy, "Learning to Match Ontologies on the Semantic Web," The VLDB Journal, vol. 12, no. 4, pp. 303-319, 2003. (Pubitemid 37503689)
24. S. Boßung, J. Grundy, and J. Hosking, "Semi-independent Discovery of Mapping Rules to Match XML Schemas," Department of Computer Science, The University of Auckland, p. 71pp, 2003.
25. A. Boukottaya, C. Vanoirbeek, F. Paganelli, and O. Khaled, "Automating XML Documents Transformations: A Conceptual Modelling Based Approach," in Proceedings of the First Asian-Pacific Conference on Conceptual Modelling, vol. 31. Australian Computer Society, 2004, pp. 81-90.
26. H. Köpcke, A. Thor, and E. Rahm, "Evaluation of Entity Resolution Approaches on Real-World Match Problems," Proceedings of the VLDB Endowment, vol. 3, no. 1-2, pp. 484-493, 2010.
27. P. Christen, "Automatic Record Linkage Using Seeded Nearest Neighbour and Support Vector Machine Classification," in Proceeding of the 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. ACM, 2008, pp. 151-159.
28. H. Zhao and S. Ram, "Entity Identification for Heterogeneous Database Integration - A Multiple Classifier System Approach and Empirical Evaluation," Information Systems, vol. 30, no. 2, pp. 119-132, 2005.
29. M. Maurer, I. Brandic, and R. Sakellariou, "Simulating Autonomic SLA Enactment in Clouds Using Case Based Reasoning," in ServiceWave 2010, ser. Lecture Notes in Computer Science, vol. 6481. Springer, 2010, pp. 25-36.
30. H. Ludwig, A. Keller, A. Dan, R. King, and R. Franck, "Web Service Level Agreement (WSLA) Language Specification," IBM Corporation, Tech. Rep., 2003, http://www.research.ibm.com/wsla/WSLASpecV1-20030128.pdf.
31. A. Andrieux, K. Czajkowski, A. Dan, K. Keahey, H. Ludwig, T. Nakata, J. Pruyne, J. Rofrano, S. Tuecke, and M. Xu, "Web Services Agreement Specification (WS-Agreement)," Forum American Bar Association, vol. 192, no. GFD.107, pp. 1-81, 2007.
32. D. Lin, "An Information-Theoretic Definition of Similarity," in Proceedings of the 15th International Conference on Machine Learning, vol. 1. San Francisco, 1998, pp. 296-304.
33. W. Cohen, P. Ravikumar, and S. Fienberg, "A Comparison of String Metrics for Matching Names and Records," in KDD Workshop on Data Cleaning and Object Consolidation, vol. 3. Citeseer, 2003, pp. 73-78.
34. "Symja - A Java Computer Algebra System," http://code.google. com/p/symja/, accessed: March 2012.