. En-pratique, Combinatory , Cupid }, nous choisissons l'évaluation nommée Query Response Time, nous sélectionnons la collection de test YASA-TC1 et finalement nous exécutons l'évaluation. Une fois l'essai fini, nous faisons la même démarche successivement avec les collections de test YASA-TC2, YASA-TC3 et YASA

. Déploiement, annuaire sémantique de services Web Pour déployer notre approche de découverte sous forme d'un service Web, nous avons utilisé le serveur d'application Apache-Tomcat avec le package Apache Axis2. Étant plus modulaire et plus orienté XML que Axis, Axis2 nous a servi comme serveur SOAP et a fourni des outils pour le déploiement

L. Figure and 7. , 13 présente le service Web de l'annuaire sémantique "SemanticRegistry " une fois déployé sous le serveur d'applications

. Cas-d-'utilisation, Collaboration pour résoudre une crise NRBC Le projet national de recherche (SemEUsE [91]) a pour objectif de fournir une architecture de services Web sémantiques, sensible au contexte. Il est basé sur deux aspects : un premier aspect de conception, guidé par des modèles théoriques de services sémantiques et un deuxième [1] Frank Manola, Smith, C. Welty, D. L. McGuinness. OWL Web Ontology Language Guide, 2004.

G. Alonso, Myths around web services, Bulletin of the Technical Committee on Data Engineering, vol.25, issue.4, pp.3-9, 2002.

A. Bansal, S. Kona, L. Simon, and T. D. Hite, A universal service-semantics description language, Third European Conference on Web Services (ECOWS'05), pp.214-225, 2005.
DOI : 10.1109/ECOWS.2005.4

T. Berners-lee, J. Hendler, and O. Lassila, The Semantic Web, Scientific American, vol.284, issue.5, pp.34-43, 2001.
DOI : 10.1038/scientificamerican0501-34

A. Bernstein, E. Kaufmann, C. Kiefer, and C. Bürki, SimPack : A Generic Java Library for Similiarity Measures in Ontologies, 2005.

A. Bernstein and C. Kiefer, iRDQL -Imprecise RDQL Queries Using Similarity Joins, 3rd International Conference on Knowledge Capture, 2005.

A. Bernstein and C. Kiefer, Imprecise RDQL, Proceedings of the 2006 ACM symposium on Applied computing , SAC '06, pp.1684-1689, 2006.
DOI : 10.1145/1141277.1141675

P. Bertoli, A. Cimatti, and P. Traverso, Interleaving execution and planning for nondeterministic , partially observable domains, ECAI, pp.657-661, 2004.

Y. Chabeb and S. Tata, Yet Another Semantic Annotation for WSDL (YASA4WSDL), IADIS WWW/Internet 2008 Conference, pp.462-467, 2008.

Y. Chabeb, S. Tata, and A. Ozanne, YASA-M: A Semantic Web Service Matchmaker, 2010 24th IEEE International Conference on Advanced Information Networking and Applications, pp.966-973, 2010.
DOI : 10.1109/AINA.2010.122

URL : https://hal.archives-ouvertes.fr/hal-01356801

J. Charlet, P. Laublet, and C. Reynaud, Web sémantique Rapport final. Rapport de recherche , Action spécifique 32 CNRS, 2003.

R. Chinnici, J. Moreau, C. A. Ryman, and S. Weerawarana, Web Services Description Language (WSDL) version 2.0 part 1 : Core language, 2011.

E. Christensen, F. Curbera, G. Meredith, and S. Weerawarana, Web Services Description Language (WSDL) 1.1, 2001.

E. Christensen, F. Curbera, G. Meredith, and S. Weerawarana, Web services description language (WSDL) Version 1.1, p.3, 2001.

E. Cimpian, M. Moran, E. Oren, T. Vitvar, and M. Zaremba, Overview and Scope of WSMX, 2005.

D. B. Claro, P. Albers, and J. Hao, Approaches of web services composition -comparison between BPEL4WS and OWL-S, International Conference on Enterprise Information Systems (ICEIS 4), pp.208-213, 2005.

D. Bruijn and J. , The web service modeling language WSML. WSML Final Draft, 2005.

A. Elbyed, Ontologie mapping pour l'intégration des données hétérogènes, 2008.

E. Wsmo-working and . Group, Web Service Modeling Ontology, 2005.

D. C. Fallside and P. Walmsley, XML schema part 0 : Primer second edition, 2004.

J. Fan, B. Ren, and L. Xiong, An Approach to Web Service Discovery Based on the Semantics, In FSKD, issue.2, pp.1103-1106, 2005.
DOI : 10.1007/11540007_142

J. Farrell and H. Lausen, Semantic annotations for WSDL and XML schema, 2007.

D. Fensel and C. Bussler, The Web Service Modeling Framework WSMF, Electronic Commerce Research and Applications, pp.113-137, 2002.
DOI : 10.1016/S1567-4223(02)00015-7

B. Fuglede and F. Topsoe, Jensen-Shannon divergence and Hilbert space embedding, International Symposium onInformation Theory, 2004. ISIT 2004. Proceedings., p.31, 2004.
DOI : 10.1109/ISIT.2004.1365067

E. Garcia, Cosine similarity and term weight tutorial, 2006.

F. Giunchiglia, F. Mcneill, and M. Yatskevich, Web service composition via semantic matching of interaction specifications, 2006.

D. Gusfield, Algorithms on strings, trees, and sequences : computer science and computational biology, 1997.
DOI : 10.1017/CBO9780511574931

B. He and K. C. Chang, Statistical schema matching across web query interfaces, Proceedings of the 2003 ACM SIGMOD international conference on on Management of data , SIGMOD '03, pp.217-228, 2003.
DOI : 10.1145/872757.872784

M. C. Jaeger, G. Rojec-goldmann, G. Mühl, C. Liebetruth, and K. Geihs, Ranked Matching for Service Descriptions Using OWL-S, Kommunikation in verteilten Systemen, pp.91-102, 2005.
DOI : 10.1007/3-540-27301-8_8

H. Z. Jiwei, H. Zhu, J. Zhong, J. Li, and Y. Yu, An approach for semantic search by matching rdf graphs, Proc. of the Special Track on Semantic Web at the 15th International FLAIRS Conference, 2002.

K. S. Jones, A STATISTICAL INTERPRETATION OF TERM SPECIFICITY AND ITS APPLICATION IN RETRIEVAL, Journal of Documentation, vol.28, issue.1, pp.11-21, 1972.
DOI : 10.1108/eb026526

F. Kaufer and M. Klusch, WSMO-MX: A Logic Programming Based Hybrid Service Matchmaker, 2006 European Conference on Web Services (ECOWS'06), pp.161-170, 2006.
DOI : 10.1109/ECOWS.2006.39

U. Keller, R. Lara, H. Lausen, A. Polleres, and D. Fensel, Automatic Location of Services, Proc. of the 2nd European Semantic Web Conference (ESWC), pp.1-16, 2005.
DOI : 10.1007/11431053_1

C. Kiefer, Non-Deductive Reasoning for the Semantic Web and Software Analysis, 2009.

C. Kiefer and A. Bernstein, The Creation and Evaluation of iSPARQL Strategies for Matchmaking, Proceedings of the 5th European Semantic Web Conference (ESWC), pp.463-477, 2008.
DOI : 10.1007/978-3-540-68234-9_35

C. Kiefer, A. Bernstein, H. J. Lee, M. Klein, and M. Stocker, Semantic Process Retrieval with iSPARQL, ESWC, pp.609-623, 2007.
DOI : 10.1007/978-3-540-72667-8_43

M. Klein, XML, RDF, and relatives, IEEE Intelligent Systems, vol.16, issue.2, pp.26-28, 2001.
DOI : 10.1109/5254.920596

M. Klein and B. König-ries, Coupled Signature and Specification Matching for Automatic Service Binding, Proc. of the European Conference on Web Services, pp.183-197, 2004.
DOI : 10.1007/978-3-540-30209-4_14

M. Klein and B. , Integrating preferences into service requests to automate service usage, First AKT Workshop on Semantic Web Services, 2004.

M. Klein, B. Ries, and M. Mussig, What is needed for semantic service descriptions? A proposal for suitable language constructs, International Journal of Web and Grid Services, vol.1, issue.3/4, pp.328-364, 2005.
DOI : 10.1504/IJWGS.2005.008393

M. Klusch, B. Fries, and K. Sycara, Automated semantic web service discovery with OWLS-MX, Proceedings of the fifth international joint conference on Autonomous agents and multiagent systems , AAMAS '06, pp.915-922, 2006.
DOI : 10.1145/1160633.1160796

M. Klusch and P. Kapahnke, Semantic Web Service Selection with SAWSDL-MX, SMRR, volume 416 of CEUR Workshop Proceedings . CEUR-WS.org, 2008.

M. Klusch, P. Kapahnke, and F. Kaufer, Evaluation of WSML Service Retrieval with WSMO-MX, 2008 IEEE International Conference on Web Services, pp.401-408, 2008.
DOI : 10.1109/ICWS.2008.38

S. Kona, Universal service-semantics description language, Jonsson School Forum, 2006.

D. Kourtesis and I. Paraskakis, Combining SAWSDL, OWL-DL and UDDI for Semantically Enhanced Web Service Discovery, Proceedings of the 5th European semantic web conference on The semantic web : research and applications, ESWC'08, pp.614-628, 2008.
DOI : 10.1007/978-3-540-68234-9_45

D. Kourtesis and I. Paraskakis, Web Service Discovery in the FUSION Semantic Registry, BIS, pp.285-296, 2008.
DOI : 10.1007/978-3-540-79396-0_25

D. Kourtesis, I. Paraskakis, A. Friesen, P. Gouvas, and A. Bouras, Web Service Discovery in a Semantically Extended UDDI Registry: The Case of Fusion, Establishing The Foundation Of Collaborative Networks, IFIP International Federation for Information Processing, pp.547-554, 2007.
DOI : 10.1007/978-0-387-73798-0_59

U. Kuster and B. Konig-ries, Semantic Mediation between Business Partners - A SWS-Challenge Solution Using DIANE Service Descriptions, 2007 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology, Workshops, pp.139-143, 2007.
DOI : 10.1109/WI-IATW.2007.14

U. Kuster and B. Konig-ries, Semantic Service Discovery with DIANE Service Descriptions, WI-IATW '07 : Proc. of theACM International Conferences on Web Intelligence and Intelligent Agent Technology -Workshops, pp.152-156, 2007.

U. K. Uster and B. , Supporting dynamics in service descriptions -the key to automatic service usage, Proceedings of the Fifth International Conference on Service Oriented Computing (ICSOC07), 2007.

U. Küster and B. König-ries, Evaluating semantic web service matchmaking effectiveness based on graded relevance, Proc. of the 2nd International Workshop SMR 2 on Service Matchmaking and Resource Retrieval in the Semantic Web at the 7th International Semantic Web Conference (ISWC08), 2008.

U. Küster, B. König-ries, M. Klein, and M. Stern, DIANE: A Matchmaking-Centered Framework for Automated Service Discovery, Composition, Binding, and Invocation on the Web, Proceedings of the 16th International World Wide Web Conference (WWW2007), 2007.
DOI : 10.2753/JEC1086-4415120202

R. Lara, D. Roman, A. Polleres, and D. Fensel, A Conceptual Comparison of WSMO and OWL-S, Proceedings of the European Conference on Web Services, 2004.
DOI : 10.1007/978-3-540-30209-4_19

R. Lara, D. Roman, A. Polleres, and D. Fensel, A Conceptual Comparison of WSMO and OWL-S, Web Services : Proc. of the 2004 European Conference on Web Services, pp.254-269, 2004.
DOI : 10.1007/978-3-540-30209-4_19

H. Lausen and N. Steinmetz, Survey of current means to discover web services, 2008.

C. Legner, Service-oriented computing -icsoc 2007 workshops. chapter Is There a Market for Web Services ?, pp.29-42, 2009.

V. Levenshtein, Binary Codes Capable of Correcting Deletions, Insertions and Reversals, Soviet Physics Doklady, vol.10, p.707, 1966.

V. Levenshtein, Binary Codes Capable of Correcting Deletions, Insertions and Reversals, Soviet Physics Doklady, vol.10, p.707, 1966.

Z. Liu, H. Wang, and B. Zhou, A Scalable Mechanism for Semantic Service Discovery in Multi-ontology Environment, GPC, pp.136-145, 2007.
DOI : 10.1007/978-3-540-72360-8_12

J. Madhavan, P. Bernstein, and E. Rahm, Generic Schema Matching with Cupid, The VLDB Journal, pp.49-58, 2001.

D. Martin, M. Burstein, J. Hobbs, O. Lassila, D. Mcdermott et al., OWL-S : Semantic Markup for Web Services, 2004.

D. Martin, M. Paolucci, and M. Wagner, Bringing Semantic Annotations to Web Services: OWL-S from the SAWSDL Perspective, 6th International and 2nd Asian Semantic Web Conference, pp.337-350, 2007.
DOI : 10.1007/978-3-540-76298-0_25

D. Martin, M. Paolucci, and M. Wagner, Toward Semantic Annotations of Web Services : OWL-S from the SAWSDL Perspective The Tyrol region of, OWL-S : Experiences and Directions Workshop, the 4th European Semantic Web Conference, 2007.

D. L. Martin, M. Paolucci, S. A. Mcilraith, M. H. Burstein, D. V. Mcdermott et al., Bringing Semantics to Web Services: The OWL-S Approach, SWSWPC, pp.26-42, 2004.
DOI : 10.1007/978-3-540-30581-1_4

A. E. Monge and C. P. Elkan, The field matching problem : Algorithms and applications, Proceedings of the Second International Conference on Knowledge Discovery and Data Mining (KDD-96), pp.267-270, 1996.

S. Oh, H. Kil, D. Lee, and S. R. Kumara, WSBen : A Web Services Discovery and Composition Benchmark, ICWS '06 : Proc. of the IEEE International Conference on Web Services

O. Coalition, Bringing semantics to web services : The OWL-S Approach, Semantic Web Services and Web Process Composition Workshop, pp.26-42, 2004.

M. Paolucci, T. Kawamura, T. R. Payne, and K. Sycara, Semantic Matching of Web Services Capabilities, International Semantic Web Conference (ISWC), 2002.
DOI : 10.1007/3-540-48005-6_26

S. Potts and M. Kopack, Sams Teach Yourself Web Services in 24 Hours, 2003.

G. Salton, Introduction to Modern Information Retrieval, 1983.

S. Schulte, M. Siebenhaar, and R. Steinmetz, Integrating semantic web services and matchmaking into ebxml registry, Proceedings of the Fourth International Workshop SMR2 2010 on Service Matchmaking and Resource Retrieval in the Semantic Web, number 667 CEUR Workshop Proceedings, pp.69-83, 2010.

M. Schumacher, H. Helin, and H. Schuldt, Semantic Web Service Coordination, CASCOM : Intelligent Service Coordination in the Semantic Web, 2008.

. Semwebcentral, The Semantic Web Service Matchmaker Evaluation Environment

L. Simon, A. Bansal, A. Mallya, S. Kona, G. Gupta et al., Towards a Universal Service Description Language, International Conference on Next Generation Web Services Practices (NWeSP'05), pp.175-180, 2005.
DOI : 10.1109/NWESP.2005.76

K. Sivashanmugam, K. Verma, A. Sheth, and J. Miller, Adding semantics to web services standards, International Conference on Web Services (ICWS'03), pp.395-401, 2003.

N. Srinivasan, M. Paolucci, and K. Sycara, Adding OWL-S to UDDI, implementation and throughput, First International Workshop on Semantic Web Services and Web Process Composition, pp.6-9, 2004.

M. Stollberg, U. Keller, H. Lausen, and S. Heymans, Two-Phase Web Service Discovery Based on Rich Functional Descriptions, ESWC '07 : Proc. of the 4th European conference on The Semantic Web, pp.99-113, 2007.
DOI : 10.1007/978-3-540-72667-8_9

T. Andrews, Business Process Execution Language for Web Services, Version 1, 2003.

S. Tata, K. Klai, and N. O. , CoopFlow: A Bottom-Up Approach to Workflow Cooperation for Short-Term Virtual Enterprises, IEEE Transactions on Services Computing, vol.1, issue.4, pp.214-228, 2008.
DOI : 10.1109/TSC.2008.19

URL : https://hal.archives-ouvertes.fr/hal-01372607

W. E. Winkler and Y. Thibaudeau, An application of the fellegi-sunter model of record linkage to the 1990 u.s. decennial census, U.S. Bureau of the Census, 1991.

S. Zhu, J. Wu, and G. Xia, TOP-K cosine similarity interesting pairs search, 2010 Seventh International Conference on Fuzzy Systems and Knowledge Discovery, pp.1479-1483, 2010.
DOI : 10.1109/FSKD.2010.5569212