Skip to main content

Reference Operation Generation Method on Project Manager Skill-up Simulator

  • Conference paper
Knowledge Discovery, Knowledge Engineering and Knowledge Management (IC3K 2012)

Abstract

In order to enable project managers to develop practical skills for solving problems in project management without costly training such as “on the job training”, we have developed the project manager skill-up simulator. By inputting actions for improving the project to the simulator, the result of the project is simulated based on a project model and displayed to the project manager. For the purpose of giving feedback for learning actions to improve the project result, we propose a generation method of the reference operation that is a sequence of the actions to derive good results of the project. The proposed method generates the project principle from optimal operations derived by reinforcement learning on automatically generated operations. And, the reference operation is generated by applying the project principle to a certain project model. Experimental results show that the proposed method can automatically generate the reference operation as well as manual generation.

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

Access this chapter

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 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

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. Akiyoshi, M., Samejima, M., Komoda, N.: A Project Manager Skill-up Simulator Towards Problem Solving-based Learning. In: Proceedings of 4th International Conference on Knowledge Management & Information Sharing (KMIS 2012), pp. 190–195 (2012)

    Google Scholar 

  2. Agrawal, R., Imielinski, T., Swami, A.: Database mining: A performance perspective. IEEE Transactions on Knowledge and Data Engineering 5(6), 914–925 (1993)

    Article  Google Scholar 

  3. Boud, D., Feletti, G.: The Challenge of Problem-based Learning. Routledge (1998)

    Google Scholar 

  4. Davidovitch, L., Shtub, A., Parush, A.: Project Management Simulation-Based Learning For Systems Engineering Students. In: Proceedings of International Conference on Systems Engineering and Modeling 2007 (ICSEM 2007), pp. 17–23 (2007)

    Google Scholar 

  5. Drappa, A., Ludewig, J.: Simulation in software engineering training. In: Proceedings of the 22nd International Conference on Software Engineering (ICSE 2000), pp. 199–208 (2000)

    Google Scholar 

  6. Hall, M., Frank, E., Holmes, G., Pfahringer, B., Reutemann, P., Witten, I.H.: The WEKA Data Mining Software: An Update. ACM SIGKDD Explorations Newsletter 1(11), 10–18 (2009)

    Article  Google Scholar 

  7. Henry, T.R., LaFrance, J.: Integrating role-play into software engineering courses. Consortium for Computing Sciences in Colleges 22(2), 32–38 (2006)

    Google Scholar 

  8. Horine, G.: Absolute Beginner’s Guide to Project Management. Que Publishing (2005)

    Google Scholar 

  9. Iwai, K., Akiyoshi, M., Samejima, M., Morihisa, H.: A Situation-dependent Scenario Generation Framework for Project Management Skill-up Simulator. In: Proceedings of the 6th International Conference on Software and Data Technologies, vol. 2, pp. 408–412 (2011)

    Google Scholar 

  10. Kaelbling, L.P., Littman, M.L., Moore, A.W.: Reinforcement learning: A survey. Journal of Artificial Intelligence Research 4, 237–285 (1996)

    Google Scholar 

  11. Project Management Institute: The PMBOK Guide (2009)

    Google Scholar 

  12. Quinlan, J.R.: Induction of decision trees. Machine Learning 1(1), 81–106 (1986)

    Google Scholar 

  13. Savery, J.R., Duffy, T.M.: Problem Based Learning: An Instructional Model and Its Constructivist Framework. Educational Technology 35(5), 31–38 (1995)

    Google Scholar 

  14. Watkins, C.J.C.H., Dayan, P.: Q-learning. Machine Learning 8(3-4), 279–292 (1995)

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2013 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Hamada, K., Akiyoshi, M., Samejima, M. (2013). Reference Operation Generation Method on Project Manager Skill-up Simulator. In: Fred, A., Dietz, J.L.G., Liu, K., Filipe, J. (eds) Knowledge Discovery, Knowledge Engineering and Knowledge Management. IC3K 2012. Communications in Computer and Information Science, vol 415. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-54105-6_20

Download citation

  • DOI: https://doi.org/10.1007/978-3-642-54105-6_20

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-54104-9

  • Online ISBN: 978-3-642-54105-6

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics