Skip to main content

Information Visualization for Highlighting Conflicts in Educational Timetabling Problems

  • Conference paper
  • First Online:

Part of the book series: Lecture Notes in Computer Science ((LNIP,volume 11844))

Abstract

Scheduling is a very important problem in many organizations, such as hospitals, transportation companies, sports confederations and educational institutions. Obtaining a good schedule results in the maximization of some desired benefit. In particular, in educational institutions (from elementary school to universities) this problem is periodically experienced, either during the preparation of class-teacher or examination timetabling. When a solution proposal is being elaborated (manual, semi-automatic or automatic processes), it is common the occurrence of the phenomenon called conflict, clash or collision. It is characterized by the simultaneous use of a resource (human or material) that can not be shared and, therefore, its occurrence makes that proposal impracticable for adoption. In semi-automatic systems, it is common the identification of such problems and, through user interaction, its resolution. Automatic systems, on the other hand, try to identify/solve conflicts without user intervention. Despite this, conflicts are not easy to resolve. This article proposes the use of information visualization techniques as an approach to highlight the occurrence of conflicts and, using user hints, contribute to its resolution, aiming at obtaining better quality timetables for practical adoption. The proposed visualizations were evaluated in order to determine its expressiveness and effectiveness, considering four aspects: coverage of the research questions, efficiency of the adopted visual mapping, supported level of human interaction and scalability. A conceptual qualitative study showed that the use of these techniques can aim users, mainly non-specialized, to identify conflicts and improve the desired educational timetables.

This is a preview of subscription content, log in via an institution.

Buying options

Chapter
USD   29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD   39.99
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD   54.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Learn about institutional subscriptions

References

  1. Abdelraouf, I., Abdennadher, S., Gervet, C.: A visual entity-relationship model for constraint-based university timetabling. In: Abreu, S., et al. (eds.) Proceedings of the 19th International Conference on Applications of Declarative Programming and Knowledge Management (INAP 2011), pp. 183–194, September 2011

    Google Scholar 

  2. Alencar, W.S., Nascimento, H.D., Soares, F.A.A.M.N., Longo, H.J.: Visualization methods for educational timetabling problems: a systematic review of literature. In: Proceedings of the 14th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (IVAPP), vol. 3, pp. 275–281. INSTICC, SciTePress, February 2019. https://doi.org/10.5220/0007375802750281

  3. Elloumi, A., Kamoun, H., Jarboui, B., Dammak, A.: The classroom assignment problem: complexity, size reduction and heuristics. Appl. Soft Comput. 14, 677–686 (2014). https://doi.org/10.1016/j.asoc.2013.09.003

    Article  Google Scholar 

  4. Fui, Y.T., Onn, C.W., Yeen, C.W., Meian, K.H.: Graph-based conflict rectification using stroke gesture approach in timetabling system (corects). In: Baharom, F., Mahmuddin, M., Yusof, Y., Ishak, W.H.W., Saip, M.A. (eds.) Proceedings of the 5th Knowledge Management International Conference (KMICE 2010), Kuala Terengganu, Malaysia, pp. 618–623, May 2010

    Google Scholar 

  5. Garey, M.R., Johnson, D.S., Stockmeyer, L.: Some simplified NP-complete problems. In: Proceedings of the Sixth Annual ACM Symposium on Theory of Computing, STOC 1974, pp. 47–63. ACM, New York (1974). https://doi.org/10.1145/800119.803884

  6. Houhamdi, Z., Athamena, B., Abuzaineddin, R., Muhairat, M.: A multi-agent system for course timetable generation. TEM J. 8, 211–221 (2019). https://doi.org/10.18421/TEM81-30

    Article  Google Scholar 

  7. Kochhar, S., Marks, J., Friedell, M.: Interaction paradigms for human-computer cooperation in graphical-object modeling. In: Proceedings of Graph Interface 1991, GI 1991, pp. 180–191. Morgan Kaufmann (1991). https://doi.org/10.20380/GI1991.24

  8. Leite, N., Melicio, F., Rosa, A.C.: A fast simulated annealing algorithm for the examination timetabling problem. Expert Syst. Appl. 122, 137–151 (2019). https://doi.org/10.1016/j.eswa.2018.12.048

    Article  Google Scholar 

  9. Nascimento, H.A.D., Eades, P.: User hints: a framework for interactive optimization. Future Gener. Comp. Syst. 21(7), 1177–1191 (2005). https://doi.org/10.1016/j.future.2004.04.005

    Article  Google Scholar 

  10. Oude Vrielink, R.A., Jansen, E.A., Hans, E.W., van Hillegersberg, J.: Practices in timetabling in higher education institutions: a systematic review. Ann. Oper. Res. 275(1), 145–160 (2019). https://doi.org/10.1007/s10479-017-2688-8

    Article  MathSciNet  Google Scholar 

  11. Piechowiak, S., Ma, J., Mandiau, R.: An open interactive timetabling tool. In: Burke, E., Trick, M. (eds.) PATAT 2004. LNCS, vol. 3616, pp. 34–50. Springer, Heidelberg (2005). https://doi.org/10.1007/11593577_3

    Chapter  Google Scholar 

  12. Pillay, N.: A survey of school timetabling research. Ann. Oper. Res. 218(1), 261–293 (2014). https://doi.org/10.1007/s10479-013-1321-8

    Article  MathSciNet  MATH  Google Scholar 

  13. Thomas, J.J., Belaton, B., Khader, A.T., Justtina: Visual analytics solution for scheduling processing phases. In: Vasant, P., Zelinka, I., Weber, G.W. (eds.) ICO 2018. AISC, vol. 866, pp. 395–408. Springer, Cham (2019). https://doi.org/10.1007/978-3-030-00979-3_42

  14. Thomas, J.J., Khader, A.T., Belaton, B.: A visual analytics framework for the examination timetabling problem. In: Fifth International Conference on Computer Graphics, Imaging and Visualisation, pp. 305–310, August 2008. https://doi.org/10.1109/CGIV.2008.16

  15. Thomas, J.J., Khader, A.T., Belaton, B.: A parallel coordinates visualization for the uncapaciated examination timetabling problem. In: Badioze Zaman, H., et al. (eds.) IVIC 2011, Part I. LNCS, vol. 7066, pp. 87–98. Springer, Heidelberg (2011). https://doi.org/10.1007/978-3-642-25191-7_10

    Chapter  Google Scholar 

  16. Thomas, J.J., Khader, A.T., Belaton, B., Christy, E.: Visual interface tools to solve real-world examination timetabling problem. In: Seventh International Conference on Computer Graph, Imaging and Visualization, pp. 167–172 (2010). https://doi.org/10.1109/CGIV.2010.36

  17. Thomas, J.J., Khader, A.T., Belaton, B., Ken, C.C.: Integrated problem solving steering framework on clash reconciliation strategies for university examination timetabling problem. In: Huang, T., Zeng, Z., Li, C., Leung, C.S. (eds.) ICONIP 2012, Part IV. LNCS, vol. 7666, pp. 297–304. Springer, Heidelberg (2012). https://doi.org/10.1007/978-3-642-34478-7_37

    Chapter  Google Scholar 

  18. Thomas, J.J., Khader, A.T., Belaton, B., Leow, J.: VIZSolution: an interface tool to solve real-world examination timetabling problem. Int. J. Adv. Comp. Tech. 2(5), 80–88 (2010). https://doi.org/10.4156/ijact.vol2.issue5.9

    Article  Google Scholar 

  19. Wehrer, A., Yellen, J.: The design and implementation of an interactive course-timetabling system. Ann. Oper. Res. 218(1), 327–345 (2014). https://doi.org/10.1007/s10479-013-1384-6

    Article  MathSciNet  MATH  Google Scholar 

  20. Wren, A.: Scheduling, timetabling and rostering — a special relationship? In: Burke, E., Ross, P. (eds.) PATAT 1995. LNCS, vol. 1153, pp. 46–75. Springer, Heidelberg (1996). https://doi.org/10.1007/3-540-61794-9_51

    Chapter  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Wanderley de Souza Alencar .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2019 Springer Nature Switzerland AG

About this paper

Check for updates. Verify currency and authenticity via CrossMark

Cite this paper

de Souza Alencar, W., do Nascimento, H.A.D., Jradi, W.A.R., Soares, F.A.A.M.N., Felix, J.P. (2019). Information Visualization for Highlighting Conflicts in Educational Timetabling Problems. In: Bebis, G., et al. Advances in Visual Computing. ISVC 2019. Lecture Notes in Computer Science(), vol 11844. Springer, Cham. https://doi.org/10.1007/978-3-030-33720-9_21

Download citation

  • DOI: https://doi.org/10.1007/978-3-030-33720-9_21

  • Published:

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-030-33719-3

  • Online ISBN: 978-3-030-33720-9

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics