Semantic Web service discovery using natural language processing techniques

被引:51
作者
Sangers, Jordy [1 ]
Frasincar, Flavius [1 ]
Hogenboom, Frederik [1 ]
Chepegin, Vadim [2 ]
机构
[1] Erasmus Univ, NL-3000 DR Rotterdam, Netherlands
[2] Kinetix, NL-2130 KB Hoofddorp, Netherlands
关键词
Natural language processing; Semantic Web services; WSMO; Web service discovery;
D O I
10.1016/j.eswa.2013.02.011
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper proposes a semantic Web service discovery framework for finding semantic Web services by making use of natural language processing techniques. The framework allows searching through a set of semantic Web services in order to find a match with a user query consisting of keywords. By specifying the search goal using keywords, end-users do not need to have knowledge about semantic languages, which makes it easy to express the desired semantic Web services. For matching keywords with semantic Web service descriptions given in WSMO, techniques like part-of-speech tagging, lemmatization, and word sense disambiguation are used. After determining the senses of relevant words gathered from Web service descriptions and the user query, a matching process takes place. The performance evaluation shows that the three proposed matching algorithms are able to effectively perform matching and approximate matching. (C) 2013 Elsevier Ltd. All rights reserved.
引用
收藏
页码:4660 / 4671
页数:12
相关论文
共 38 条
  • [1] [Anonymous], 2011, JWNL JAVA WORDNET LI
  • [2] [Anonymous], 2009, CEFR SEEKD ONT
  • [3] [Anonymous], 1997, P 10 RES COMPUTATION
  • [4] Bechhofer S, 2004, W3C RECOMM, V10
  • [5] Semantic matchmaker with precondition and effect matching using SWRL
    Bener, Ayse B.
    Ozadali, Volkan
    Ilhan, Erdem Savas
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2009, 36 (05) : 9371 - 9377
  • [6] Brickley D., 2004, W3C RECOMMENDATION
  • [7] Budanitsky Alexander., 2001, P NAACL 2001 WORKSHO, P29
  • [8] Christensen E., 2001, WEB SERVICES DESCRIP
  • [9] De Bruijn J., 2005, Web service modeling ontology (wsmo)
  • [10] de Bruijn J., 2008, D16 WSML SPECIFICATI