Data Mining Tasks in a Student-Oriented DSS

  • Vasile Paul Bresfelean
  • Mihaela Bresfelean
  • Ramona Lacurezeanu
Part of the Advances in Intelligent and Soft Computing book series (AINSC, volume 126)

Abstract

In recent years of intense transformations in Internet and information technologies, higher education institutions seek to implement novel tools in an attempt to enhance their activities. Among these tools, the decision support systems (DSS) play an important part to assist in all managerial and academic processes. While previous DSS research focused on enterprise-level decision making [15], we center on the individual and introduce a DSS architecture for students’ support in decision processes, which integrates some operative data mining tasks.

Keywords

DSS data mining clustering classification learning numeric prediction decision trees 

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References

  1. 1.
    Abdelhakim, M.N.A., Shirmohammadi, S.: Improving Educational Multimedia selection process using group decision support systems. International Journal of Advanced Media and Communication 2(2), 174–190 (2008)CrossRefGoogle Scholar
  2. 2.
    Aslam, M.Z., Nasimullah, Khan, A.R.: A Proposed Decision Support System/Expert System for Guiding Fresh Students in Selecting a Faculty in Gomal University, Pakistan (2011), http://arxiv.org/abs/1104.1678
  3. 3.
    Bohanec, M., Zupan, B.: Integrating decision support and data mining by hierarchical multi-attribute decision models. In: IDDM-2001: ECML/PKDD-2001 Workshop, Freiburg (2001)Google Scholar
  4. 4.
    Bresfelean, V.P., Ghisoiu, N., Lacurezeanu, R., Vlad, M.P., Pop, M., Veres, O.: Designing a DSS for Higher Education Management. In: Proceedings of CSEDU 2009 International Conference on Computer Supported Education, March 23-26, vol. 2, pp. 335–340 (2009)Google Scholar
  5. 5.
    Bresfelean, V.P., Ghisoiu, N., Lacurezeanu, R., Sitar-Taut, D.A.: Towards the Development of Decision Support in Academic Environments. In: ITI 2009, Croatia, June 22-25, pp. 343–348 (2009)Google Scholar
  6. 6.
    Bresfelean, V.P.: Implicatii ale tehnologiilor informatice asupra managementului institutiilor universitare, Ed. Risoprint, ClujNapoca, 277 pages (2008)Google Scholar
  7. 7.
    Frize, M., Frasson, C.: Decision-support and intelligent tutoring systems in medical education. Clin. Invest. Med. 23(4), 266–269 (2000)Google Scholar
  8. 8.
    Iliev, R., Kirilov, L., Bournaski, E.: Web-based decision support system in regional water resources management. In: Proceedings of the CompSysTech 2010, pp. 323–328 (2010)Google Scholar
  9. 9.
    Mansmann, S., Scholl, M.H.: Decision Support System for Managing Educational Capacity Utilization. IEEE Transactions on Education 50(2), 143–150 (2007)CrossRefGoogle Scholar
  10. 10.
    Marakas, G.M.: Decision Support Systems: In the 21st Century, 2nd edn. Pearson Education (2003)Google Scholar
  11. 11.
    Hien, N.T.N., Haddawy P.A.: Decision Support System for Evaluating International Student Applications. In: 37th ASEE/IEEE Frontiers in Education Conference, Milwaukee, WI, USA, October 10-13 (2007)Google Scholar
  12. 12.
    Pestana, G., da Silva, M.M., Casaca, A., Nunes, J.: An airport decision support system for mobiles surveillance & alerting. In: Proceedings MobiDE 2005, pp. 33–40 (2005)Google Scholar
  13. 13.
    Williams, M., Wu, F., Kazanzides, P., Brady, K., Fackler, J.: A modular framework for clinical decision support systems: medical device plug-and-play is critical. SIGBED Rev. 6(2), Article 8, 11 pages (2009)Google Scholar
  14. 14.
    Witten, I.H., Frank, E., Hall, M.A.: Data mining: Practical machine learning tools and techniques, 3rd edn. Morgan Kaufmann, Elsevier (2011)Google Scholar
  15. 15.
    Yu, C.-C.: A web-based consumer-oriented intelligent decision support system for personalized e-services. In: ICEC 2004, pp. 429–437 (2004)Google Scholar

Copyright information

© Springer-Verlag GmbH Berlin Heidelberg 2012

Authors and Affiliations

  • Vasile Paul Bresfelean
    • 1
  • Mihaela Bresfelean
    • 1
  • Ramona Lacurezeanu
    • 1
  1. 1.Babes-Bolyai UniversityCluj-NapocaRomania

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