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A Unified Framework for Selecting a Travel Demand Forecasting Model for Developing Countries

机译:选择发展中国家旅行需求预测模型的统一框架

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The ability to judge and select a model that is appropriate for a particular application is considered to be one of the most important aspects in contemporary transport planning. However, there is no suitable procedure for the systematic selection of a model that is most appropriate for meeting the needs and requirements of a particular planning task. Although there is little literature on the criteria for model assessment and selection methodologies, none can support systematic evaluation of different models versus quality of obtainable data versus efforts for data provision. Such deficiencies support the need for further guidance on a model selection procedure for developing countries where efforts for data provision are highly susceptible to higher sampling and measurement errors. This study presents a unified framework for the systematic model selection process. Evaluation of the framework for a case study of Dar es Salaam city in Tanzania evidences its benefits and applicability.
机译:判断和选择适合特定应用的模型的能力被认为是当代交通规划中最重要的方面之一。但是,没有合适的程序来系统地选择最适合满足特定计划任务需求的模型。尽管关于模型评估和选择方法的标准的文献很少,但是没有文献可以支持对不同模型的系统评估,可获取数据的质量以及数据提供的努力。这种缺陷支持有必要为发展中国家的模型选择程序提供进一步的指导,因为发展中国家的数据提供工作极易受到较高的抽样和测量误差的影响。这项研究为系统的模型选择过程提供了一个统一的框架。对坦桑尼亚达累斯萨拉姆市案例研究框架的评估证明了其好处和适用性。

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