Title :
Web Services Discovery Based on Latent Semantic Approach
Author :
Ma, Jiangang ; Zhang, Yanchun ; He, Jing
Author_Institution :
Sch. of Comput. Sci. & Math., Victoria Univ., Melbourne, VIC
Abstract :
With an ever-increasing number of Web services being available, finding desired Web service is crucial for service users. Current keyword search and most existing approaches are inefficient in two main aspects: poor scalability and lack of semantics. Firstly, users are overwhelmed by the huge number of irrelevant services returned. Secondly, the intentions of users and the semantics in Web services are ignored. Inspired by the success of the divide and conquer approach used to handle the complex information decomposition, we use a novel approach to partition a large set of search results into a set of smaller groups by employing a clustering approach. Then we utilize singular value decomposition (SVD) to capture the main semantics hidden behind the words in a query and the descriptions in the services, so that service matching can be carried out at the concept level. We report here on the preliminary experimental evaluation that shows improvements overall precision.
Keywords :
Web services; divide and conquer methods; singular value decomposition; Web services discovery; complex information decomposition; divide and conquer approach; latent semantic approach; singular value decomposition; Computer science; Helium; Humans; Mathematics; Natural languages; Ontologies; Scalability; Singular value decomposition; Web and internet services; Web services; Web service discovery; Web services;
Conference_Titel :
Web Services, 2008. ICWS '08. IEEE International Conference on
Conference_Location :
Beijing
Print_ISBN :
978-0-7695-3310-0
Electronic_ISBN :
978-0-7695-3310-0
DOI :
10.1109/ICWS.2008.135