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Abbiasov, T (2021) Essays in Urban Economics, Unpublished PhD Thesis, , Columbia University.

Asgari, S (2016) Modeling construction competitive bidding: An agent-based approach, Unpublished PhD Thesis, , Columbia University.

Chang, H-H (2002) N-dimensional construction management information system (NDCON): System design and performance modeling through the zero -buffered project management philosophy, Unpublished PhD Thesis, , Columbia University.

Chen, S-M (2002) Intelligent scheduling model and multi-dimensional CM information system, Unpublished PhD Thesis, , Columbia University.

Chiara, N (2006) Real option methods for improving economic risk management in infrastructure project finance, Unpublished PhD Thesis, , Columbia University.

Fitch, G J (2019) System dynamics models for the valuation of real options in infrastructure investments, Unpublished PhD Thesis, , Columbia University.

Gerstenberger, A J (2021) Modeling the likelihood of construction incidents using public data, Unpublished PhD Thesis, , Teachers College, Columbia University.

Gocmen, F C (2014) Infrastructure scaling and pricing, Unpublished PhD Thesis, , Columbia University.

He, Y (2006) Earthquake loss and risk estimation of buildings by Monte Carlo simulation, Unpublished PhD Thesis, , Columbia University.

Hogan, D B (1998) Modeling construction cost performance: A comprehensive approach using statistical, artificial neural network and simulation methods, Unpublished PhD Thesis, , Columbia University.

Kokkaew, N (2010) Risk flexibility analysis in infrastructure project finance, Unpublished PhD Thesis, , Columbia University.

Li, W (1995) Benefit and cost analysis: Three-dimensional computer models with integrated databases in the management of construction, Unpublished PhD Thesis, , Columbia University.

  • Type: Thesis
  • Keywords: accuracy; duration; construction cost; construction project; 3D models; artificial intelligence; cost analysis; multiple regression; regression analysis; artificial neural network; neural network
  • ISBN/ISSN:
  • URL: https://www.proquest.com/docview/304190113
  • Abstract:
    The purpose of this research is to provide simple, cost effective but structured and robust methodologies for benefit-cost analysis. Two paradigms are investigated. One is classical statistical technique-multiple regression, the other is modern artificial intelligence technique-neural networks. This study shows that artificial neural networks deliver better performance in terms of accuracy. However, regression analysis provides the baseline for the newer methods. Each has unique advantages and disadvantages, and hence each is appropriate for distinct types of problems. The combination of statistics and artificial neural network yield the best results. The objective of this research is to quantify the benefit-cost impacts that occur on a construction project if three-dimensional computer models with integrated databases are used in the management of construction. The results show that 3D computer models when used properly in the management of construction have significant influence on construction cost and rework metrics. The use of 3D models has little significant effect on construction duration metrics. The level of model use is critical since poor use of 3D computer models is worse than no use at all. This research shows that three-dimensional computer models with integrated databases can significantly improve the construction metrics.

Lu, Z (2018) Feasibility assessment framework for financing public-private partnership infrastructure projects through asset-backed security, Unpublished PhD Thesis, , Columbia University.

Silver, M L (1981) Craft production: Work and alienation in the construction industry, Unpublished PhD Thesis, , Columbia University.

Song, X (2013) The application of insurance as a risk management tool for alternative dispute resolution (ADR) implementation in construction disputes, Unpublished PhD Thesis, , Columbia University.

Sturts, C S (2001) Value-bidding: An integrative approach utilizing conjoint analysis and classical bidding theory, Unpublished PhD Thesis, , Columbia University.

Subsomboon, K (2004) A procurement and material management (PMM) system based on the fully integrated and automated project process (FIAPP), Unpublished PhD Thesis, , Columbia University.

Sun, W (2023) A self-localized smart hardhat system for construction 4.0, Unpublished PhD Thesis, , Columbia University.

Tavakolan, M (2011) Development of construction projects scheduling with evolutionary algorithms, Unpublished PhD Thesis, , Columbia University.

Teferra, K (2012) Developments in the theory and applications of the variability response function concept, Unpublished PhD Thesis, , Columbia University.

Ucbenli, C (2010) A bargaining mechanism with incomplete information and its application in trilateral BOT negotiations, Unpublished PhD Thesis, , Columbia University.

Unsal, H I (2010) Modeling the hold-up problem and absorptive capacity of project networks, Unpublished PhD Thesis, , Columbia University.

Wang, W (2010) Multivariate stochastic copula-based deterioration models in infrastructure economic risk management, Unpublished PhD Thesis, , Columbia University.