TECHNICAL PAPERS
Sep 1, 2006

Case-Based Reasoning Model for International Market Selection

Publication: Journal of Construction Engineering and Management
Volume 132, Issue 9

Abstract

To increase the quality of decision making in construction companies, organizational memory should be enhanced and utilized effectively. Experiences of other companies should constitute an important part of organizational memory so that a construction company may have the chance to learn from the experiences of others and modify its behavior in the light of acquired knowledge. Within this study, a case-based reasoning (CBR) decision support tool is constructed to demonstrate how experiences of competitors in international markets may be used by contractors, to support international market selection decisions. 215 cases from the Turkish construction industry have been used to build the model, namely CBR-INT. The reliability of CBR-INT in predicting potential profitability of international projects and the level of competitiveness of Turkish contractors is around 90%. Moreover, CBR-INT has proven to be an effective tool for practitioners due to its high explanation capability and ease of use. Using the conceptual framework of CBR-INT, different CBR models can also be constructed for other countries.

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Acknowledgments

The writers would like to thank the anonymous reviewers for their very valuable suggestions and helpful comments on the manuscript.

References

Aamodt, A., and Plaza, E. (1994). “Case-based reasoning: Foundational issues, methodological variations and system approaches.” AI Comm., 7(1), 39–59.
Arditi, D., and Tokdemir, O. B. (1999). “Comparison of case-based reasoning and artificial neural networks.” J. Comput. Civ. Eng., 13(3), 162–169.
Barletta, R. (1991). “An introduction to case-based reasoning.” AI Expert, 6(8), 42–49.
Chen, D., and Burrell, P. (2001). “Case-based reasoning system and artificial neural networks: A review.” Neural Comput. Appl., 10(3), 264–276.
Chua, D. H. K., Li, D. Z., and Chan, W. T. (2001). “Case-based reasoning approach in bid decision making.” J. Constr. Eng. Manage., 127(1), 35–45.
Dikmen, I., and Birgonul, M. T. (2004). “Neural network model to support international market entry decisions.” J. Constr. Eng. Manage., 130(1), 59–66.
Dzeng, R. J., and Tommelein, I. D. (1997). “Boiler erection scheduling using product models and case-based reasoning.” J. Constr. Eng. Manage., 123(3), 338–347.
Han, S. H., and Diekmann, J. E. (2001). “Making a risk-based bid decision for overseas construction projects.” Constr. Manage. Econom., 19(8), 765–776.
Hastak, M., and Shaked, A. (2000). “ICRAM-1: Model for international construction risk assessment.” J. Manage. Eng., 16(1), 59–69.
Kim, G. H., An, S. H., and Kang, K. I. (2004). “Comparison of construction cost estimating models based on regression analysis, neural networks and case-based reasoning.” Build. Environ., 39(10), 1235–1242.
Leake, D. B. (1996). Case-based reasoning: Experiences, lessons, and future directions, AAAI Press/MIT Press, Menlo Park, Calif.
Li, H. (1996). “Selecting KBES development techniques for applications in construction industry.” Constr. Manage. Econom., 14(1), 67–74.
Luu, D. T., Ng, S. T., and Chen, S. E. (2003). “A case-based procurement advisory system for construction.” Adv. Eng. Software, 34(7), 429–438.
Metin, M. (1998). “Performance of Turkish contractors working abroad.” MSc thesis, Middle East Technical Univ., Graduate School of Natural and Applied Sciences, Ankara, Turkey.
Ng, S. T. (2001). “EQUAL: A case-based contractor prequalifier.” Autom. Constr., 10(4), 443–457.
Oz, O. (2001). “Sources of competitive advantage of Turkish construction companies in international markets.” Constr. Manage. Econom., 19(2), 135–144.
Ozorhon, B. (2004). “Organizational memory in construction companies: Acase-based reasoning model as an organizational learning tool.” MSc thesis, Middle East Technical Univ., Graduate School of Natural and Applied Sciences, Ankara, Turkey.
Ozorhon, B., Dikmen, I., and Birgonul, M. T. (2005). “Organizational memory formation and its use in construction.” Build. Res. Inf., 33(1), 67–79.
Perera, S., and Watson, I. (1998). “Collaborative case-based estimating and design.” Adv. Eng. Software, 29(10), 801–808.
Quinlan, J. R. (1986). “Induction of decision trees.” Mach. Learn., 1(1), 81–106.
Tah, J. H. M., Carr, V., and Howes, R. (1999). “Information modeling for case-based construction planning of highway bridge projects.” Adv. Eng. Software, 30(7), 495–509.
Yau, N. J., and Yang, J. B. (1998). “Case-based reasoning in construction management.” Comput. Aided Civ. Infrastruct. Eng., 13(2), 143–150.

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Go to Journal of Construction Engineering and Management
Journal of Construction Engineering and Management
Volume 132Issue 9September 2006
Pages: 940 - 948

History

Received: Dec 15, 2005
Accepted: Jan 12, 2006
Published online: Sep 1, 2006
Published in print: Sep 2006

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Authors

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Beliz Ozorhon [email protected]
Research Assistant, Dept. of Civil Engineering, Middle East Technical Univ., 06531 Ankara, Turkey (corresponding author). E-mail: [email protected]
Irem Dikmen
Associate Professor, Dept. of Civil Engineering, Middle East Technical Univ., 06531 Ankara, Turkey.
M. Talat Birgonul
Professor, Dept. of Civil Engineering, Middle East Technical Univ., 06531 Ankara, Turkey.

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