Particle Swarm Optimization for Clustering Semantic Web Services

作者: Aliz Nagy , Ciprian Oprisa , Ioan Salomie , Cristina Bianca Pop , Viorica Rozina Chifu

DOI: 10.1109/ISPDC.2011.33

关键词:

摘要: This paper presents a method for Web service clustering based on Particle Swarm Optimization aiming at the efficiency of discovery process. The proposed clusters services similarity between their semantic descriptions. To evaluate we have defined set metrics which compute degree match two services. take into consideration hierarchical and property-based non-hierarchical relations concepts that semantically describe input output parameters. These can be applied to exact, subsume sibling match. test our used SAWSDL-TC collection. performance has been evaluated using Dunn Index, Intra-Cluster Variance Average-Item Cluster Similarity metrics.

参考文章(17)
Cristina Bianca Pop, Viorica Rozina Chifu, Ioan Salomie, Mihaela Dinsoreanu, Tudor David, Vlad Acretoaie, Semantic Web Service Clustering for Efficient Discovery Using an Ant-Based Method intelligent distributed computing. ,vol. 315, pp. 23- 33 ,(2010) , 10.1007/978-3-642-15211-5_3
Ajith Abraham, Swagatam Das, Sandip Roy, None, Swarm Intelligence Algorithms for Data Clustering knowledge discovery and data mining. pp. 279- 313 ,(2008) , 10.1007/978-0-387-69935-6_12
M. Halkidi, M. Vazirgiannis, Y. Batistakis, Quality Scheme Assessment in the Clustering Process european conference on principles of data mining and knowledge discovery. pp. 265- 276 ,(2000) , 10.1007/3-540-45372-5_26
Dimitrios Skoutas, Dimitris Sacharidis, Verena Kantere, Timos Sellis, Efficient Semantic Web Service Discovery in Centralized and P2P Environments international semantic web conference. pp. 583- 598 ,(2008) , 10.1007/978-3-540-88564-1_37
Christian Platzer, Florian Rosenberg, Schahram Dustdar, Web service clustering using multidimensional angles as proximity measures ACM Transactions on Internet Technology. ,vol. 9, pp. 1- 26 ,(2009) , 10.1145/1552291.1552294
Matthias Klusch, Benedikt Fries, Katia Sycara, OWLS-MX: A hybrid Semantic Web service matchmaker for OWL-S services Journal of Web Semantics. ,vol. 7, pp. 121- 133 ,(2009) , 10.1016/J.WEBSEM.2008.10.001
V. Christophides, G. Karvounarakis, D. Plexousakis, Michel Scholl, Sotirios Tourtounis, Optimizing taxonomic semantic web queries using labeling schemes Journal of Web Semantics. ,vol. 1, pp. 207- 228 ,(2004) , 10.1016/J.WEBSEM.2003.11.001
M. OMRAN, A. P. ENGELBRECHT, A. SALMAN, PARTICLE SWARM OPTIMIZATION METHOD FOR IMAGE CLUSTERING International Journal of Pattern Recognition and Artificial Intelligence. ,vol. 19, pp. 297- 321 ,(2005) , 10.1142/S0218001405004083
Richi Nayak, Bryan Lee, Ontology Mining for Personalized Web Information Gathering web intelligence. pp. 351- 358 ,(2007) , 10.1109/WI.2007.82
Mohammed Bennamoun, Wilson Wong, Wei Liu, Tree-Traversing Ant Algorithm for term clustering based on featureless similarities Data Mining and Knowledge Discovery. ,vol. 15, pp. 349- 381 ,(2007) , 10.1007/S10618-007-0073-Y