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Quantifying preference heterogeneity in transit service desired quality using a latent class choice model

机译:使用潜在类选择模型量化过境服务所需质量的偏好异质性

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This study aims at quantifying preference heterogeneity in transit service desired quality to better-informing service quality improvements. The analysis is performed using a validated da-taset elicited from 906 respondents through an online survey. An unlabelled Stated Preference (SP) experiment was utilized in a Latent class Choice Model (LCM), and an Error Components interaction model. The results of the EC interaction model revealed preference heterogeneity due to differences in respondents' socioeconomic and behavioural characteristics. While the results of the LCM untapped vital information that has not been reported previously in the transit service quality literature. Unlike the traditional user type classification, our study classifies respondents into three segments: Direct Trip Enthusiastic (DTE), Cost-Sensitive (CS), and Real-time Information Supporter (RIS). Each segment exhibits different preferences for transit service at-tributes, and their willingness to pay for service improvements is distinctly different. Further, the LCM indicates that the heterogeneity of users' preferences is not explicit in their usage pattern nor accessibility to different travel modes; instead, it is a bundle of various parameters.
机译:本研究旨在量化过境服务的偏好异质性所需的质量,以更好地了解服务质量改进。通过在线调查,使用从906名受访者引发的经验证的DA-TASET进行分析。在潜在的阶级选择模型(LCM)中使用未标记的所说的偏好(SP)实验,以及误差分量交互模型。由于受访者的社会经济和行为特征的差异,EC相互作用模型的结果显示出偏好异质性。虽然在过境服务质量文献中,LCM未开发的重要信息尚未报告。与传统的用户类型分类不同,我们的研究将受访者分为三个部分:直接旅行热情(DTE),成本敏感(CS)和实时信息支持者(RIS)。每个部门对运输服务的不同偏好,以及他们支付服务改进的愿意明显不同。此外,LCM表示用户偏好的异质性不明确于其使用模式,也不是不同的旅行模式的可访问性;相反,它是一捆各种参数。

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