AN IMPROVED APPROACH FOR MEASURING SIMILARITY AMONG SEMANTIC WEB SERVICES
Pedro Bispo Santos, Leandro Krug Wives, José Palazzo Moreira de Oliveira
2012
Abstract
The current paper presents an improved approach for an ontology-based semantic Web service similarity assessment algorithm. The algorithm uses information from IOPE (Inputs, Outputs, Preconditions, Effects) categories, searching for information about the concepts located in these categories, analyzing how they are related in an ontology taxonomy. Experiments performed using a data set containing 1083 OWL-S semantic web services show that the improved approach increases the algorithm precision, decreasing the number of false positives in the retrieved results, and still having a good recall. Furthermore, this work presents the parameters that were used to achieve better precision, recall and f-measure.
References
- Bruijn, J. D., Bussler, C., Domingue, J., Fensel, D., Hepp, M., Keller, U., Kifer, M., Konig-Ries, B., Kopecky, J., Lara, R., Lausen, H., Oren, E., Polleres, A., Roman, D., Scicluna, J., and Stollberg, M. (2005). Web service modeling ontology (wsmo). In W3C Recommendation.
- Bruijn, J. D., Bussler, C., Domingue, J., Fensel, D., Hepp, M., Keller, U., Kifer, M., Konig-Ries, B., Kopecky, J., Lara, R., Lausen, H., Oren, E., Polleres, A., Roman, D., Scicluna, J., and Stollberg, M. (2005). Web service modeling ontology (wsmo). In W3C Recommendation.
- Khdour, T. and Fasli, M. (2010). A semantic-based web service registry filtering mechanism. In Advanced Information Networking and Applications Workshops (WAINA), 2010 IEEE 24th International Conference on, pages 373 -378.
- Khdour, T. and Fasli, M. (2010). A semantic-based web service registry filtering mechanism. In Advanced Information Networking and Applications Workshops (WAINA), 2010 IEEE 24th International Conference on, pages 373 -378.
- Klusch, M., Fries, B., and Sycara, K. (2009). Owls-mx: A hybrid semantic web service matchmaker for owls services. Web Semantics: Science, Services and Agents on the World Wide Web, 7(2):121 - 133.
- Klusch, M., Fries, B., and Sycara, K. (2009). Owls-mx: A hybrid semantic web service matchmaker for owls services. Web Semantics: Science, Services and Agents on the World Wide Web, 7(2):121 - 133.
- Klusch, M. and Zhing, X. (2008). Deployed semantic services for the common user of the web: A reality check. In Semantic Computing, 2008 IEEE International Conference on, pages 347 -353.
- Klusch, M. and Zhing, X. (2008). Deployed semantic services for the common user of the web: A reality check. In Semantic Computing, 2008 IEEE International Conference on, pages 347 -353.
- Kopecky, J., Vitvar, T., Bournez, C., and Farrell, J. (2007). Sawsdl: Semantic annotations for wsdl and xml schema. IEEE Internet Computing, 11(6):60 -67.
- Kopecky, J., Vitvar, T., Bournez, C., and Farrell, J. (2007). Sawsdl: Semantic annotations for wsdl and xml schema. IEEE Internet Computing, 11(6):60 -67.
- Kritikos, K. and Plexousakis, D. (2006). Semantic qos metric matching. In Web Services, 2006. ECOWS 7806. 4th European Conference on, pages 265 -274.
- Kritikos, K. and Plexousakis, D. (2006). Semantic qos metric matching. In Web Services, 2006. ECOWS 7806. 4th European Conference on, pages 265 -274.
- Li, X., Fan, Y., Sheng, Q., Maamar, Z., and Zhu, H. (2011). A petri net approach to analyzing behavioral compatibility and similarity of web services. Systems, Man and Cybernetics, Part A: Systems and Humans, IEEE Transactions on, 41(3):510 -521.
- Li, X., Fan, Y., Sheng, Q., Maamar, Z., and Zhu, H. (2011). A petri net approach to analyzing behavioral compatibility and similarity of web services. Systems, Man and Cybernetics, Part A: Systems and Humans, IEEE Transactions on, 41(3):510 -521.
- Li, Y., Bandar, Z. A., and McLean, D. (2003). An approach for measuring semantic similarity between words using multiple information sources. IEEE Transactions on Knowledge and Data Engineering, 15:871-882.
- Li, Y., Bandar, Z. A., and McLean, D. (2003). An approach for measuring semantic similarity between words using multiple information sources. IEEE Transactions on Knowledge and Data Engineering, 15:871-882.
- Liu, M., Shen, W., Hao, Q., and Yan, J. (2009). An weighted ontology-based semantic similarity algorithm for web service. Expert Systems with Applications, 36(10):12480-12490.
- Liu, M., Shen, W., Hao, Q., and Yan, J. (2009). An weighted ontology-based semantic similarity algorithm for web service. Expert Systems with Applications, 36(10):12480-12490.
- Maamar, Z., Santos, P., Wives, L., Badr, Y., Faci, N., and Palazzo M. de Oliveira, J. (2011). Using social networks for web services discovery. Internet Computing, IEEE, 15(4):48 -54.
- Maamar, Z., Santos, P., Wives, L., Badr, Y., Faci, N., and Palazzo M. de Oliveira, J. (2011). Using social networks for web services discovery. Internet Computing, IEEE, 15(4):48 -54.
- Martin, D., Burstein, M., Hobbs, J., Lassila, O., McDermott, D., McIlraith, S., Narayanan, S., Paolucci, M., Parsia, B., Maryland, Payne, T., Sirin, E., Srinivasan, N., and Sycara, K. (2004). Owl-s: Semantic markup for web services. In W3C Recommendation.
- Martin, D., Burstein, M., Hobbs, J., Lassila, O., McDermott, D., McIlraith, S., Narayanan, S., Paolucci, M., Parsia, B., Maryland, Payne, T., Sirin, E., Srinivasan, N., and Sycara, K. (2004). Owl-s: Semantic markup for web services. In W3C Recommendation.
- McIlraith, S., Son, T., and Zeng, H. (2001). Semantic web services. IEEE Intelligent Systems, 16(2):46 - 53.
- McIlraith, S., Son, T., and Zeng, H. (2001). Semantic web services. IEEE Intelligent Systems, 16(2):46 - 53.
- Petrie, C. (2009). Practical web services. Internet Computing, IEEE, 13(6):93 -96.
- Petrie, C. (2009). Practical web services. Internet Computing, IEEE, 13(6):93 -96.
- Shadbolt, N., Hall, W., and Berners-Lee, T. (2006). The semantic web revisited. Intelligent Systems, IEEE, 21(3):96 -101.
- Shadbolt, N., Hall, W., and Berners-Lee, T. (2006). The semantic web revisited. Intelligent Systems, IEEE, 21(3):96 -101.
- Wei, D., Wang, T., Wang, J., and Chen, Y. (2008). Extracting semantic constraint from description text for semantic web service discovery. In Sheth, A., Staab, S., Dean, M., Paolucci, M., Maynard, D., Finin, T., and Thirunarayan, K., editors, The Semantic Web - ISWC 2008, volume 5318 of Lecture Notes in Computer Science, pages 146-161. Springer Berlin / Heidelberg.
- Wei, D., Wang, T., Wang, J., and Chen, Y. (2008). Extracting semantic constraint from description text for semantic web service discovery. In Sheth, A., Staab, S., Dean, M., Paolucci, M., Maynard, D., Finin, T., and Thirunarayan, K., editors, The Semantic Web - ISWC 2008, volume 5318 of Lecture Notes in Computer Science, pages 146-161. Springer Berlin / Heidelberg.
- Yu, Q., Liu, X., Bouguettaya, A., and Medjahed, B. (2008). Deploying and managing web services: issues, solutions, and directions. The VLDB Journal, 17:537-572.
- Yu, Q., Liu, X., Bouguettaya, A., and Medjahed, B. (2008). Deploying and managing web services: issues, solutions, and directions. The VLDB Journal, 17:537-572.
Paper Citation
in Harvard Style
Bispo Santos P., Krug Wives L. and Palazzo Moreira de Oliveira J. (2012). AN IMPROVED APPROACH FOR MEASURING SIMILARITY AMONG SEMANTIC WEB SERVICES . In Proceedings of the 8th International Conference on Web Information Systems and Technologies - Volume 1: WEBIST, ISBN 978-989-8565-08-2, pages 83-88. DOI: 10.5220/0003894600830088
in Harvard Style
Bispo Santos P., Krug Wives L. and Palazzo Moreira de Oliveira J. (2012). AN IMPROVED APPROACH FOR MEASURING SIMILARITY AMONG SEMANTIC WEB SERVICES . In Proceedings of the 8th International Conference on Web Information Systems and Technologies - Volume 1: WEBIST, ISBN 978-989-8565-08-2, pages 83-88. DOI: 10.5220/0003894600830088
in Bibtex Style
@conference{webist12,
author={Pedro Bispo Santos and Leandro Krug Wives and José Palazzo Moreira de Oliveira},
title={AN IMPROVED APPROACH FOR MEASURING SIMILARITY AMONG SEMANTIC WEB SERVICES},
booktitle={Proceedings of the 8th International Conference on Web Information Systems and Technologies - Volume 1: WEBIST,},
year={2012},
pages={83-88},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003894600830088},
isbn={978-989-8565-08-2},
}
in Bibtex Style
@conference{webist12,
author={Pedro Bispo Santos and Leandro Krug Wives and José Palazzo Moreira de Oliveira},
title={AN IMPROVED APPROACH FOR MEASURING SIMILARITY AMONG SEMANTIC WEB SERVICES},
booktitle={Proceedings of the 8th International Conference on Web Information Systems and Technologies - Volume 1: WEBIST,},
year={2012},
pages={83-88},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003894600830088},
isbn={978-989-8565-08-2},
}
in EndNote Style
TY - CONF
JO - Proceedings of the 8th International Conference on Web Information Systems and Technologies - Volume 1: WEBIST,
TI - AN IMPROVED APPROACH FOR MEASURING SIMILARITY AMONG SEMANTIC WEB SERVICES
SN - 978-989-8565-08-2
AU - Bispo Santos P.
AU - Krug Wives L.
AU - Palazzo Moreira de Oliveira J.
PY - 2012
SP - 83
EP - 88
DO - 10.5220/0003894600830088
in EndNote Style
TY - CONF
JO - Proceedings of the 8th International Conference on Web Information Systems and Technologies - Volume 1: WEBIST,
TI - AN IMPROVED APPROACH FOR MEASURING SIMILARITY AMONG SEMANTIC WEB SERVICES
SN - 978-989-8565-08-2
AU - Bispo Santos P.
AU - Krug Wives L.
AU - Palazzo Moreira de Oliveira J.
PY - 2012
SP - 83
EP - 88
DO - 10.5220/0003894600830088