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Applying Projection Pursuit Model Based on Genetic Algorithm to Evaluate Urban Economic and Social Development Potential

机译:基于遗传算法应用投影追求模型评估城市经济和社会发展潜力

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Urban economic and social development potential evaluation is a complex system engineering. It requires new evaluation technologies and methods. Traditional evaluation methods are based on multivariate statistical analysis, which often can not get satisfactory results because of the "dimension curse" phenomenon. Projection pursuit model is the latest data reduction technique. Genetic Algorithm is a whole new global optimization algorithm. It can overcome the deficiencies of traditional evaluation methods by combining projection pursuit model with genetic algorithm. This paper built an evaluation index system from the economic, traffic, urban construction and social dimensions. Then the projection pursuit model based on genetic algorithm was used to evaluate the economic and social development potential of 45 districts and counties in Beijing Tianjin area. The results consistent with the objective reality of economic and social development in Beijing-Tianjin area. The method used in this paper can describe the similarities and differences more scientifically than traditional methods on the economic and social development potential of different cities. It reflects that this study can provide a new idea and method for urban economic and social development potential evaluation.
机译:城市经济和社会发展潜在评估是复杂的系统工程。它需要新的评估技术和方法。传统的评估方法基于多变量统计分析,由于“尺寸诅咒”现象,这往往无法获得令人满意的结果。投影追求模型是最新的数据减少技术。遗传算法是一种全新的全局优化算法。它可以通过将投影追踪模型与遗传算法组合来克服传统评估方法的缺陷。本文建立了经济,交通,城市建设和社会方面的评价指标体系。然后,基于遗传算法的投影追求模型用于评估北京天津区45个地区和县的经济和社会发展潜力。结果与北京 - 天津地区经济和社会发展的客观现实一致。本文中使用的方法可以描述比不同城市经济和社会发展潜力的传统方法更科学的相似性和差异。它反映了这项研究可以为城市经济和社会发展潜在评估提供新的思想和方法。

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