Reducing sign violation for VTTS distributions through recognition of an individual's attribute processing strategy

IF 0.3 4区 工程技术 Q4 ECONOMICS International Journal of Transport Economics Pub Date : 2007-01-01 DOI:10.1400/80990
D. Hensher
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引用次数: 17

Abstract

A number of authors have recently argued that the selection of the distributional assumptions in mixed logit models, used in deriving distributions of valuation of travel time savings (VTTS) to capture taste heterogeneity, has a significant impact on the empirical evidence, including the incidence of sign change across the distribution. The stream of research by Hensher and his colleagues on accounting for the attribute processing strategy (APS) in stated choice studies, the main data source of VTTS, suggests that the existence of intuitively implausible signs for a subset of the sampled population is likely due, to some extent, to the manner in which the information in the stated choice experiment is actually input into the estimation of the choice model. In this paper we show evidence of what happens when we take into account a specific attribute processing strategy where respondents indicate that they ignored one or more attributes in making a choice. Accounting for the APS significantly reduces the incidence of intuitively implausible VTTS, even with unconstrained distributions. Allowance for APS in real world applications will require information on the incidence of alternative attribute processing rules in constructing VTTS estimates. (a)
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通过识别个体属性处理策略来减少vts分布的符号冲突
许多作者最近认为,在混合logit模型中选择分布假设,用于推导旅行时间节省(VTTS)的估值分布,以捕捉味觉异质性,对经验证据有重大影响,包括分布中符号变化的发生率。Hensher和他的同事们对陈述性选择研究中的属性处理策略(APS) (VTTS的主要数据来源)进行的一系列研究表明,在某种程度上,对于抽样人口的一个子集来说,直觉上不可信的迹象的存在可能是由于陈述性选择实验中的信息实际上被输入到选择模型的估计中的方式。在本文中,我们展示了当我们考虑特定属性处理策略时发生的情况的证据,其中受访者表示他们在做出选择时忽略了一个或多个属性。考虑APS显著降低了直观上不可信的VTTS的发生率,即使在无约束分布下也是如此。考虑到实际应用中的APS,在构造VTTS估计时需要关于可选属性处理规则的发生率的信息。(一)
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