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UltiMatch-NL: A Web Service Matchmaker Based on Multiple Semantic Filters

In this paper, a Semantic Web service matchmaker called UltiMatch-NL is presented. UltiMatch-NL applies two filters namely Signature-based and Description-based on different abstraction levels of a service profile to achieve more accurate results. More specifically, the proposed filters rely on sema...

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Detalles Bibliográficos
Autores principales: Mohebbi, Keyvan, Ibrahim, Suhaimi, Zamani, Mazdak, Khezrian, Mojtaba
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4144847/
https://www.ncbi.nlm.nih.gov/pubmed/25157872
http://dx.doi.org/10.1371/journal.pone.0104735
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author Mohebbi, Keyvan
Ibrahim, Suhaimi
Zamani, Mazdak
Khezrian, Mojtaba
author_facet Mohebbi, Keyvan
Ibrahim, Suhaimi
Zamani, Mazdak
Khezrian, Mojtaba
author_sort Mohebbi, Keyvan
collection PubMed
description In this paper, a Semantic Web service matchmaker called UltiMatch-NL is presented. UltiMatch-NL applies two filters namely Signature-based and Description-based on different abstraction levels of a service profile to achieve more accurate results. More specifically, the proposed filters rely on semantic knowledge to extract the similarity between a given pair of service descriptions. Thus it is a further step towards fully automated Web service discovery via making this process more semantic-aware. In addition, a new technique is proposed to weight and combine the results of different filters of UltiMatch-NL, automatically. Moreover, an innovative approach is introduced to predict the relevance of requests and Web services and eliminate the need for setting a threshold value of similarity. In order to evaluate UltiMatch-NL, the repository of OWLS-TC is used. The performance evaluation based on standard measures from the information retrieval field shows that semantic matching of OWL-S services can be significantly improved by incorporating designed matching filters.
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spelling pubmed-41448472014-08-29 UltiMatch-NL: A Web Service Matchmaker Based on Multiple Semantic Filters Mohebbi, Keyvan Ibrahim, Suhaimi Zamani, Mazdak Khezrian, Mojtaba PLoS One Research Article In this paper, a Semantic Web service matchmaker called UltiMatch-NL is presented. UltiMatch-NL applies two filters namely Signature-based and Description-based on different abstraction levels of a service profile to achieve more accurate results. More specifically, the proposed filters rely on semantic knowledge to extract the similarity between a given pair of service descriptions. Thus it is a further step towards fully automated Web service discovery via making this process more semantic-aware. In addition, a new technique is proposed to weight and combine the results of different filters of UltiMatch-NL, automatically. Moreover, an innovative approach is introduced to predict the relevance of requests and Web services and eliminate the need for setting a threshold value of similarity. In order to evaluate UltiMatch-NL, the repository of OWLS-TC is used. The performance evaluation based on standard measures from the information retrieval field shows that semantic matching of OWL-S services can be significantly improved by incorporating designed matching filters. Public Library of Science 2014-08-26 /pmc/articles/PMC4144847/ /pubmed/25157872 http://dx.doi.org/10.1371/journal.pone.0104735 Text en © 2014 Mohebbi et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Mohebbi, Keyvan
Ibrahim, Suhaimi
Zamani, Mazdak
Khezrian, Mojtaba
UltiMatch-NL: A Web Service Matchmaker Based on Multiple Semantic Filters
title UltiMatch-NL: A Web Service Matchmaker Based on Multiple Semantic Filters
title_full UltiMatch-NL: A Web Service Matchmaker Based on Multiple Semantic Filters
title_fullStr UltiMatch-NL: A Web Service Matchmaker Based on Multiple Semantic Filters
title_full_unstemmed UltiMatch-NL: A Web Service Matchmaker Based on Multiple Semantic Filters
title_short UltiMatch-NL: A Web Service Matchmaker Based on Multiple Semantic Filters
title_sort ultimatch-nl: a web service matchmaker based on multiple semantic filters
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4144847/
https://www.ncbi.nlm.nih.gov/pubmed/25157872
http://dx.doi.org/10.1371/journal.pone.0104735
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