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Agent-based data integration framework

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Języki publikacji
EN
Abstrakty
EN
Combining data from diverse, heterogeneous sources while facilitating a unified access to it is an important (albeit difficult) task. There are various possibilities of performing it. In this publication, we propose and describe an agent-based framework dedicated to acquiring and processing distributed, heterogeneous data collected from diverse sources (e.g., the Internet, external software, relational, and document databases). Using this multi-agent-based approach in the aspects of the general architecture (the organization and management of the framework), we create a proof-of-concept implementation. The approach is presented using a sample scenario in which the system is used to search for personal and professional profiles of scientists.
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389--410
Opis fizyczny
Bibliogr. 15 poz., rys.
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autor
  • AGH University of Science and Technology, Department of Computer Science, Krakow, Poland
Bibliografia
  • [1] Agarwal S., Handschuh S., Staab S.: Surfing the Service Web. In: International Semantic Web Conference 2003, pp. 211–226. Springer, 2003.
  • [2] Byrski A., Kisiel-Dorohinicki M., Dajda J., Dobrowolski G., Nawarecki E.: Hierarchical multi-agent system for heterogeneous data integration. In: Intelligent decision systems in large-scale distributed environments. P. Bouvry, H. Gonzalez-Velez, J. Kolodziej, eds., Springer Verlag, 2011.
  • [3] Byrski A., Kisiel-Dorohinicki M., Nawarecki E.: Agent-Based Evolution of Neural Network Architecture. In: Proc. of the IASTED Int. Symp.: Applied Informatics, M. Hamza, ed. IASTED/ACTA Press, 2002.
  • [4] Cao L.: Introduction to agent mining interaction and integration. In: Data mining and multi-agent integration, pp. 3–36. Springer, 2009.
  • [5] Cao L., Gorodetsky V., Mitkas P. A.: Agent mining: The synergy of agents and data mining. Intelligent Systems, IEEE, vol. 24(3), pp. 64–72, 2009.
  • [6] Faber Ł., Piętak K., Byrski A., Kisiel-Dorohinicki M.: Agent-Based Simulation in AgE Framework. In: Advances in Intelligent Modelling and Simulation, pp. 55–83. Springer, 2012.
  • [7] Gamma E., Helm R., Johnson R., Vlissides J.: Design Patterns: Elements of Reusable Object-Oriented Software. Addison-Wesley, 1995.
  • [8] Gul O., Al-Qutayri M., Vu Q. H., Yeun C. Y.: Data integration of electronic health records using artificial neural networks. In: Internet Technology And Secured Transactions, 2012 International Conferece for , pp. 313–317, 2012.
  • [9] Li S., Zhang D. H., Zhou J. T., Ma G. H., YangR H.: An XML-Based Middleware for Information Integration of Enterprise Heterogeneous Systems.Materials Science Forum, vol. 532, pp. 516–519, 2006.
  • [10] Mart ́ın L., Anguita A., Maojo V., Bonsma E., Bucur A. I. D., Vrijnsen J., Brochhausen M., Cocos C., Stenzhorn H., Tsiknakis M., Doerr M., Kondylakis H.: Ontology Based Integration of Distributed and Heterogeneous Data Sources in ACGT. In: HEALTHINF (1), L. Azevedo, A.R. Londral, eds., pp. 301–306. IN-STICC – Institute for Systems and Technologies of Information, Control and Communication, 2008. ISBN 978-989-8111-16-6.
  • [11] Myłka A., Myłka A., Kryza B., Kitowski J.: Integration of Heterogeneous Data Sources in an Ontological Knowledge Base. Computing & Informatics, vol. 31 (1), 2012.
  • [12] Nawarecki E., Dobrowolski G., Byrski A., Kisiel-Dorohinicki M.: Agent-based integration of data acquired from heterogeneous sources. In: Proc. of CISIS 2011, Seoul, Korea. 2011.
  • [13] Paula A. C. M. P. d., Avila B. C., Scalabrin E., Enembreck F.: Multiagent-Based Model Integration. In: Proceedings of the 2006 IEEE/WIC/ACM international conference on Web Intelligence and Intelligent Agent Technology, WI-IATW ’06, pp. 11–14. IEEE Computer Society, Washington, DC, USA, 2006. ISBN 0-7695-2749-3. http://dx.doi.org/10.1109/WI-IATW.2006.96.
  • [14] Pietak K., Wos A., Byrski A., Kisiel-Dorohinicki M.: Functional Integrity of Multi-Agent Computational System Supported By Component-Based Implementation. In: Proc. of Holomas 2009, Linz, Austria (accepted for printing). 2009.
  • [15] Stevens W. P., Myers G. J., Constantine L. L.: Structured design. IBM Systems Journal , vol. 13 (2), pp. 115–139, 1974.
Typ dokumentu
Bibliografia
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