{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,19]],"date-time":"2026-03-19T23:51:27Z","timestamp":1773964287515,"version":"3.50.1"},"reference-count":24,"publisher":"IGI Global","issue":"2","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2014,4,1]]},"abstract":"<p>Clustering Web services into functionally similar clusters is a very efficient approach to service discovery. A principal issue for clustering is computing the semantic similarity between services. Current approaches use similarity-distance measurement methods such as keyword, information-retrieval or ontology based methods. These approaches have problems that include discovering semantic characteristics, loss of semantic information and a shortage of high-quality ontologies. In this paper, the authors present a method that first adopts ontology learning to generate ontologies via the hidden semantic patterns existing within complex terms. If calculating similarity using the generated ontology fails, it then applies an information-retrieval-based method. Another important issue is identifying the most suitable cluster representative. This paper proposes an approach to identifying the cluster center by combining service similarity with term frequency\u2013inverse document frequency values of service names. Experimental results show that our term-similarity approach outperforms comparable existing approaches. They also demonstrate the positive effects of our cluster-center identification approach.<\/p>","DOI":"10.4018\/ijwsr.2014040102","type":"journal-article","created":{"date-parts":[[2014,10,7]],"date-time":"2014-10-07T15:12:37Z","timestamp":1412694757000},"page":"24-45","source":"Crossref","is-referenced-by-count":34,"title":["Web Service Clustering using a Hybrid Term-Similarity Measure with Ontology Learning"],"prefix":"10.4018","volume":"11","author":[{"given":"Banage T. G. S.","family":"Kumara","sequence":"first","affiliation":[{"name":"School of Computer Science and Engineering, University of Aizu, Aizu-Wakamatsu, Japan"}]},{"given":"Incheon","family":"Paik","sequence":"additional","affiliation":[{"name":"School of Computer Science and Engineering, University of Aizu, Aizu-Wakamatsu,Japan"}]},{"given":"Wuhui","family":"Chen","sequence":"additional","affiliation":[{"name":"School of Computer Science and Engineering, University of Aizu, Aizu-Wakamatsu, Japan"}]},{"given":"Keun Ho","family":"Ryu","sequence":"additional","affiliation":[{"name":"School of Electrical and Computer Engineering, Chungbuk National University, Cheongju, South Korea"}]}],"member":"2432","reference":[{"key":"ijwsr.2014040102-0","doi-asserted-by":"publisher","DOI":"10.1145\/1367497.1367605"},{"key":"ijwsr.2014040102-1","first-page":"757","article-title":"Measuring semantic similarity between words using web search engines.","author":"D.Bollegala","journal-title":"Proceeding of the 16th International World Wide Web Conference"},{"key":"ijwsr.2014040102-2","unstructured":"Burstein, M., Hobbs, J., Lassila, O., Mcdermott, D., Mcilraith, S., & Paolucci, S. M. \u2026 Martin, D. (Eds.). (2004). OWL-S: Semantic markup for web services. W3C Member Submission."},{"key":"ijwsr.2014040102-3","doi-asserted-by":"publisher","DOI":"10.1109\/ICISE.2010.5689254"},{"key":"ijwsr.2014040102-4","author":"W.Chen","year":"2013","journal-title":"Constructing a global social service network for better quality of web service discovery"},{"key":"ijwsr.2014040102-5","doi-asserted-by":"publisher","DOI":"10.1109\/ICWS.2011.112"},{"key":"ijwsr.2014040102-6","doi-asserted-by":"publisher","DOI":"10.1109\/ICWS.2010.31"},{"key":"ijwsr.2014040102-7","doi-asserted-by":"publisher","DOI":"10.1145\/503104.503110"},{"key":"ijwsr.2014040102-8","doi-asserted-by":"publisher","DOI":"10.1017\/S1351324904003535"},{"key":"ijwsr.2014040102-9","doi-asserted-by":"publisher","DOI":"10.1145\/1160633.1160796"},{"key":"ijwsr.2014040102-10","doi-asserted-by":"publisher","DOI":"10.1109\/ICWS.2011.59"},{"key":"ijwsr.2014040102-11","doi-asserted-by":"publisher","DOI":"10.1504\/IJAOSE.2009.022944"},{"key":"ijwsr.2014040102-12","doi-asserted-by":"publisher","DOI":"10.1145\/1361482.1361487"},{"key":"ijwsr.2014040102-13","author":"F.Murtagh","year":"1985","journal-title":"Multidimensional clustering algorithms. Compstat Lectures"},{"key":"ijwsr.2014040102-14","doi-asserted-by":"publisher","DOI":"10.1145\/1552291.1552294"},{"key":"ijwsr.2014040102-15","doi-asserted-by":"publisher","DOI":"10.1109\/ComputationWorld.2009.96"},{"key":"ijwsr.2014040102-16","doi-asserted-by":"publisher","DOI":"10.1109\/ISISE.2010.151"},{"key":"ijwsr.2014040102-17","doi-asserted-by":"publisher","DOI":"10.1109\/ICWS.2011.32"},{"key":"ijwsr.2014040102-18","doi-asserted-by":"publisher","DOI":"10.1109\/ITAIC.2011.6030151"},{"key":"ijwsr.2014040102-19","unstructured":"WordNet. (n.d). Retrieved from http:\/\/wordnet.princeton.edu\/"},{"key":"ijwsr.2014040102-20","doi-asserted-by":"publisher","DOI":"10.1109\/ICWS.2011.36"},{"key":"ijwsr.2014040102-21","first-page":"2075","article-title":"Ontology-based semantic Web services clustering.","author":"L.Xie","journal-title":"Proceeding of the 18th IEEE International Conference on Industrial Engineering and Engineering Management"},{"key":"ijwsr.2014040102-22","doi-asserted-by":"publisher","DOI":"10.1109\/CMC.2010.90"},{"key":"ijwsr.2014040102-23","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-71703-4_12"}],"container-title":["International Journal of Web Services Research"],"original-title":[],"language":"ng","link":[{"URL":"https:\/\/www.igi-global.com\/viewtitle.aspx?TitleId=116601","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,6,1]],"date-time":"2022-06-01T19:39:33Z","timestamp":1654112373000},"score":1,"resource":{"primary":{"URL":"https:\/\/services.igi-global.com\/resolvedoi\/resolve.aspx?doi=10.4018\/ijwsr.2014040102"}},"subtitle":[""],"short-title":[],"issued":{"date-parts":[[2014,4,1]]},"references-count":24,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2014,4]]}},"URL":"https:\/\/doi.org\/10.4018\/ijwsr.2014040102","relation":{},"ISSN":["1545-7362","1546-5004"],"issn-type":[{"value":"1545-7362","type":"print"},{"value":"1546-5004","type":"electronic"}],"subject":[],"published":{"date-parts":[[2014,4,1]]}}}