A machine learning approach for predicting delays in construction logistics

References

• Abd Majid MZA, McCaffer R. Factors of non-excusable delays that influence contractors' performance. J Manage Eng. 1998;14(3):42–49.10.1061/(ASCE)0742-597X(1998)14:3(42)
   Web of Science ®Google Scholar
• Aibinu AA, Jagboro GO. The effects of construction delays on project delivery in Nigerian construction industry. Int J Project Manage. 2002;20:5939.
   Google Scholar
• Alkass S, Mazerolle M, Harris F. Construction delay analysis techniques. Construction Manage Econ. 1996;14:375–394.10.1080/014461996373250
   Google Scholar
• Ashley DB, Lurie CS, Jaskelskis EJJ. Determinants of construction project success. Project Manage J. 1987;18(2):69–79.
   Google Scholar
• Assaf SA, Al-Khalil M, Al-Hazmi M. Causes of delays in large building construction projects. J Constr Eng Manage, ASCE. 1995;11(2):45–50.10.1061/(ASCE)0742-597X(1995)11:2(45)
   Web of Science ®Google Scholar
• Chan DWM, Kumaraswamy MM. A comparative construction durations: lessons learned from Hong Kong building projects. Int J Project Manage. 2002;20:22–35.
   Google Scholar
• Dawes J. Do data characteristics change according to the number of scale points used? An experiment using 5-point, 7-point and 10-point scales. Int J Market Res. 2008;50(1):61–77.
   Web of Science ®Google Scholar
• Dmitrienko A, Chuang-Stein C. Pharmaceutical statistics using SAS: A practical guide. 2nd ed. USA: SAS Institute Inc.; 2007. p. 46–53.
   Google Scholar
• Domingos P, Pazzani M. On the optimality of the simple Bayesian classifier under zero-one loss. Mach Learn. 1997;29:103–130.10.1023/A:1007413511361
   Web of Science ®Google Scholar
• Dunham, MHH. Data mining introductory and advanced topics. Upper Saddle River, N.J.: Prentice Hall. chapter 2.4; 2003.
   Google Scholar
• Frimpong Y, Oluwoye J, Crawford L. Causes of delay and cost overruns in construction of groundwater projects in a developing countries; Ghana as a case study. Int J Project Manage. 2003;21:321–326.10.1016/S0263-7863(02)00055-8
   Google Scholar
• Han. J, Kamber. M, Pei. J. Data mining: Concepts and techniques. 3rd ed. San Francisco, CA, USA: Morgan Kaufmann Publishers Inc.; 2011.
   Google Scholar
• Hand DJ, Yu K. Idiot’s Bayes – not so stupid after all? Int Stat Rev. 2001;69:385–398.
   Web of Science ®Google Scholar
• Hirsch R. Validation Samples. Biometrics. 1991;47(3):1193–1194.
   PubMed Web of Science ®Google Scholar
• Koushki PA, Al-Rashid K, Kartam N. Delays and cost increases in the construction of private residential projects in Kuwait. J Constr Manage Econ. 2005;23(3):285–294.10.1080/0144619042000326710
   Google Scholar
• Lee W, Stolfo SJ, Mok KW. A data mining framework for building intrusion detection models. In: Proceedings of the 1999 IEEE Symposium on Security and Privacy, 1999. 1999 May 9-12; Oakland, CA, USA.
   Google Scholar
• Likert R. A technique for the measurement of attitudes. Arch Psychology. 1932;140:1–55.
   Google Scholar
• Mansfield NR, Ugwuo O, Doran T. Causes of delay and cost overruns in Nigerian construction projects. J Constr Eng Manage. 1994;13(4):254–260.
   Google Scholar
• Mengesha WJJ. Performances for Public Construction Projects in Developing Countries: Federal Road & Educational Building Projects in Ethiophia Norwegian University of Science and Technology. Doctoral Thesis 2004:45.
   Google Scholar
• Mezher TM, Tawil W. Causes of delays in the construction industry in Lebanon. Eng Constr Architectural Manage. 1998;5(3):252–260.10.1108/eb021079
   Google Scholar
• Odeh AM, Battaineh HT. Causes of construction delay: traditional contracts. Int J Project Manage. 2002;20:67–73.10.1016/S0263-7863(00)00037-5
   Google Scholar
• Odeyinka H, Yusif A. The causes and effect of construction delays of housing projects in Nigeria. J Finance Manage Property Constr. 1997;3(2):31–44.
   Google Scholar
• Ogunlana SO Prokuntong K, Jearkjirm, V. Construction delays in fast growing economy comparing Thailand with other economies. Int J Project Manage. 1996;14(1):37–45.10.1016/0263-7863(95)00052-6
   Google Scholar
• Ren Z, Atout M, Jones J. Root causes of construction project delays in Dubai. In: Dainty A, editor. Procs 24th Annual ARCOM Conference, 1–3 September 2008. Association of Researchers in Construction Management: Cardiff, UK; 2008. p. 749–757.
   Google Scholar
• Ruben IM, Seeling W. Experience as a factor in the selection and performance of project managers. IEEE Trans Eng Manage. 1967;EM-14(3):131–135.10.1109/TEM.1967.6448338
   Google Scholar
• Spangler W, May J, Vargas, L. Choosing data-mining methods for multiple classification: Representational and performance measurement implications for decision support. J Manage Inf Syst. 1999;16(1):37–62.
   Google Scholar
• WEKA. Website: Machine learning group. Weka 3: Data Mining Software in Java. Available: http://www.cs.waikato.ac.nz/ml/weka/. Last accessed Sep 2014.
   Google Scholar
• Wiguna IPA, Scott S. Nature of the critical risk factors affecting project performance in Indonesian building contracts. In: Khosrowshahi F (Ed.), 21st Annual ARCOM Conference, 7-9 September 2005, SOAS, University of London. Association of Researchers in Construction Management, Vol. 1; 2005. p. 225–235.
   Google Scholar