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Incorporating needs-satisfaction in a discrete choice model of leisure activities

机译:在休闲活动的离散选择模型中纳入需求满足

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摘要

In this paper we extend the behavioural scope of discrete choice models for leisure activity-travel choices. More specifically, we investigate to what extent choices for leisure activities and related travels are driven by the satisfaction of needs. In addition to conventional attributes (such as activity costs), our regret based discrete choice model incorporates latent variables representing the anticipated level of individual needs-satisfaction by a particular leisure activity. The latent variables are calibrated with the help of subjective indicators of needs-satisfaction associated with the leisure activities. Results show that needs-satisfaction allows us to decompose a substantial share of the unobserved heterogeneity in leisure activity-travel decisions across respondents. Identifying the structural drivers of anticipated needs-satisfaction also enables a better prediction of leisure activity choice.
机译:在本文中,我们扩展了休闲活动旅行选择的离散选择模型的行为范围。更具体地说,我们调查休闲活动和相关旅行的选择在多大程度上受需求的满足驱使。除了常规属性(例如活动成本)以外,我们基于遗憾的离散选择模型还包含了潜在变量,这些变量代表特定休闲活动对个人需求的期望水平。在与休闲活动相关的需求满足的主观指标的帮助下,对潜在变量进行了校准。结果表明,需求满足使我们能够分解受访者休闲活动旅行决策中未观察到的异质性的很大一部分。确定预期需求满意度的结构驱动因素还可以更好地预测休闲活动的选择。

著录项

  • 来源
    《Journal of Transport Geography》 |2014年第6期|66-74|共9页
  • 作者单位

    Delft University of Technology, Transport and Logistics Group, Faculty of Technology, Policy and Management, Jaffalaan 5, 2628BX Delft, The Netherlands;

    Institute for Transport Studies, University of Leeds, 36-40 University Road, LS2 9JT Leeds, UK;

    Eindhoven University of Technology, Urban Planning Group, Faculty of Architecture and the Built Environment, P.O. Box 513, 5600 MB Eindhoven, The Netherlands;

    Delft University of Technology, Transport and Logistics Group, Faculty of Technology, Policy and Management, Jaffalaan 5, 2628BX Delft, The Netherlands;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Leisure activities; Needs-satisfaction; Hybrid choice models; Bayesian modelling;

    机译:休闲活动;需求满足;混合选择模型;贝叶斯建模;

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