Cooperative Knowledge Discovery in Design Projects

Xinghang Matta, Nada Matta, Guillaume Ducellier

2014

Abstract

As concurrent design has changed the landscape of design project management, knowledge management method is introduced in this field to enhance learning in an organization. However, new challenges arise for knowledge management in concurrent design projects: knowledge has changed from domain expert knowledge to organizational cooperative knowledge; simple knowledge conceptualization is not sufficient to represent interactions between concepts. Therefore, aims for these challenges, a new cooperative knowledge discovery method based on semantic networks by classification on concept interactions is proposed.

References

  1. Bekhti, S., Matta, N., 2003. "Project memory: An approach of modelling and reusing the context and the design rationale", Proc. of IJCAI, Vol. 3.
  2. Buckingham Shum S., 1997. Representing Hard-toFormalise, Contextualised, Multidisciplinary, Organisational Knowledge, in AAI Spring Symposium on Artificial Intelligence in Knowledge Management, pp. 9-16.
  3. Castillo-Navetty, O., Matta, N., 2005. "Definition of a practical learning system," Information Technology Based Higher Education and Training, 2005. ITHET 2005. 6th International Conference on vol., no., pp.T4A/1,T4A/6, 7-9.
  4. Cohen, H., Lefebvre, C., eds, 2005. “Handbook of categorization in cognitive science”, Vol.4, No.9.1, Elsevier, Amsterdam.
  5. Conklin, J., Begeman, M. L., 1988. “gIBIS: a hypertext tool for exploratory policy discussion,” ACM Transactions on Information Systems, vol. 6., pp. 303- 331.
  6. Dietterich, T.G., 1997. "Machine-learning research", AI magazine, Vol.18, No.4, pp 97.
  7. Djaiz, C., Matta, N., 2006. "Project situations aggregation to identify cooperative problem solving strategies." In Knowledge-Based Intelligent Information and Engineering Systems, pp. 687-697. Springer Berlin Heidelberg.
  8. Domingos P., 2012. “A few useful things to know about machine learning,” Commun. ACM, vol. 55, no. 10, p. 78.
  9. Ducellier, G., Matta, N., Charlot, Y., and Tribouillois, F., 2013. "Traceability and structuring of cooperative Knowledge in design using PLM."International Journal of Knowledge Management Research and Practices 11, no. 4 pp: 20.
  10. Ducellier, G., 2008. Thèse aux plateformes PLM, Univ. Troyes, France, 2008.
  11. Easterby-Smith, M. P. V, Lyles, M., 2003. “The Blackwell Handbook of Organizational Learning and Knowledge Management.,” Adm. Sci. Q., vol. 48, p. 676.
  12. Fensel, D., 2000. "Ontologies: A silver bullet for Knowledge Management and Electronic-Commerce." Berlin: Spring-Verlag.
  13. Goodman, R.M., Smyth, P., 1992. "An information theoretic approach to rule induction from databases," Knowledge and Data Engineering, IEEE transactions, Vol.4, No. 4 , pp 301-316.
  14. Gruber, T.R., 1995. "Toward principles for the design of ontologies used for knowledge sharing?", International journal of human-computer studies, Vol.43, No.5, pp 907-928.
  15. Khoshafian, S., Buckiewicz, M., 1995. Introduction to Groupware, Workflow and Workgroup Computing. John Wiley & Sons, Inc., New York, NY, USA.
  16. King, R.D., Cao, F., Sutherland, A., 1995. "Statlog: comparison of classification algorithms on large realworld problems", Applied Artificial Intelligence an International Journal, Vol.9, No.3, pp289-333.
  17. Klein, M., 1993. “Capturing design rationale in concurrent engineering teams,” Computer , Calif., vol. 26, no. 1, pp. 39-47.
  18. Mai, J., 2004. "Classification in context: relativity, reality, and representation", Knowledge organization, Vol.31, No.1, pp 39-48.
  19. Matta, N. Ducellier, G., 2013. “An approach to keep track of project knowledge in design,” Proc. IC3K/KMIS, 5th International Conference on Knowledge Management and Information Sharing, Vilamoura Algarve, Portugal.
  20. Matta, N., Ribière, M., Corby, O., Lewkowicz, M., Zacklad, M., 2001. “ Project Memory in Design,” in Industrial Knolwedge Management, London Springer, pp. 147-162.
  21. Mika, P., Oberle, D., Gangemi, A., Sabou, M., 2004. "Foundations for service ontologies: aligning OWL-S to dolce." WWW pp. 563-572.
  22. Miksa, F., 1998. “The DDC, the universe of knowledge, and the post-modern library”, NY: Forest Press, Albany.
  23. Moran, T.P., Carroll, J.M., eds, 1996. Design rationale: concepts, techniques, and use, Routledge, US.
  24. Newell, A., 1982. "The knowledge level." Artificial intelligence 18, no. 1 pp: 87-127.
  25. Pahl, G., Beitz, W., Feldhusen, J., Grote, K.H., 2007. Engineering design: a systematic approach, pp.1-617.
  26. Schmidt, K., Bannon, L., 1992. Taking CSCW seriously, Computer Supported Cooperative Work (CSCW) 1, pp. 7-40.
  27. Schreiber, G., Wielinga, B., 1994. Van de Velde W., Anjewierden A., “CML: The CommonKADS Conceptual Modelling Language”, Proceedings of EKAW'94, Lecture Notes in AI N.867, L.Steels, G. Schreiber, W.Van de Velde (Eds), Bonn: SpringerVerlag, pp 1-25.
  28. Sowa, J.F., 2000. Knowledge representation: logical, philosophical, and computational foundations, Brooks/Cole, Pacific Grove.
  29. Zacklad, M., 2003. Communities of action: a cognitive and social approach to the design of CSCW systems. In Proceedings of the 2003 international ACM SIGGROUP conference on Supporting group work, pp. 190-197.
Download


Paper Citation


in Harvard Style

Matta X., Matta N. and Ducellier G. (2014). Cooperative Knowledge Discovery in Design Projects . In Proceedings of the International Conference on Knowledge Management and Information Sharing - Volume 1: KMIS, (IC3K 2014) ISBN 978-989-758-050-5, pages 27-35. DOI: 10.5220/0005033100270035


in Bibtex Style

@conference{kmis14,
author={Xinghang Matta and Nada Matta and Guillaume Ducellier},
title={Cooperative Knowledge Discovery in Design Projects},
booktitle={Proceedings of the International Conference on Knowledge Management and Information Sharing - Volume 1: KMIS, (IC3K 2014)},
year={2014},
pages={27-35},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0005033100270035},
isbn={978-989-758-050-5},
}


in EndNote Style

TY - CONF
JO - Proceedings of the International Conference on Knowledge Management and Information Sharing - Volume 1: KMIS, (IC3K 2014)
TI - Cooperative Knowledge Discovery in Design Projects
SN - 978-989-758-050-5
AU - Matta X.
AU - Matta N.
AU - Ducellier G.
PY - 2014
SP - 27
EP - 35
DO - 10.5220/0005033100270035