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Multivariate Discriminant Analysis for Assessing Residential Development Projects from a Contractor's Perspective

机译:承包商视角下的住宅开发项目评估的多元判别分析

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摘要

The Korean construction market is constantly observing residential development projects performed together by developers and contractors. Although the development cost of the overall project is high, there are no standard methods to help contractors make decisions as to whether to participate in these residential development projects or not. This study proposes a simple and efficient model to assist contractors to determine successful projects with a more standardized and objective decision process. To achieve this goal, 31 project assessment items were selected and their weights were updated by AHP method with more sample sizes. Several independent samples t-tests were also carried out to identify the significant factors that affect the contractor's decision for residential development projects. Using multivariate discriminant analysis (MDA), a prediction model was developed with 109 residential development projects. The results indicated that 82% of the original grouped cases had been classified correctly. Cross validation showed that 81.5% of cross-validated grouped cases had been classified correctly. The simple and efficient model suggested in this study will help contractors make better decisions regarding whether to participate in the residential development projects or not.
机译:韩国建筑市场一直在观察开发商和承包商共同执行的住宅开发项目。尽管整个项目的开发成本很高,但是没有标准的方法可以帮助承包商做出是否参与这些住宅开发项目的决策。这项研究提出了一个简单有效的模型,可以帮助承包商通过更加标准化和客观的决策过程来确定成功的项目。为了实现这一目标,选择了31个项目评估项目,并通过AHP方法更新了其权重,并增加了样本量。还进行了几次独立的样本t检验,以确定影响承包商对住宅开发项目的决定的重要因素。使用多元判别分析(MDA),使用109个住宅开发项目开发了预测模型。结果表明,原始分组病例的82%已正确分类。交叉验证显示,经过交叉验证的分组病例中有81.5%的分类正确。本研究中建议的简单有效的模型将帮助承包商就是否参与住宅开发项目做出更好的决策。

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