原文传递 Note on the use of quantile regression to analyse car ownership data
题名: Note on the use of quantile regression to analyse car ownership data
责任者: P. Emmerson & S. Cairns
关键词: not available
学科分类: 交通运输规划与管理
摘要: Quantile regression provides a way of investigating how the influence of individual variables changes across a distribution of observed output values. Specifically, in this report, it has been used to explore how the influence of income, population density, and the proportion of those aged over 65 impact on the distribution of car ownership values around an estimated mean, in areas where car ownership is relatively high or low. The approach adopted has involved use of a measure of car ownership generated through the MOT project, together with 2011 Census data and ONS data, at a Medium Super Output Area (MSOA) level. This work has involved exploration of one output variable and three independent variables. However, the approach could be used for more complex data and models, and might be particularly useful for investigating the role of key determinants of car use, where the relative influence of the variables may vary more than for car ownership.
出版机构: Transport Research Laboratory
提交日期: 11/12/2017
总页数: 26
报告类型: 科技报告
资源类型: 科技(咨询、行业)报告
初始创建时间: 11/12/2017
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