2000
DOI: 10.1016/s0191-2615(99)00031-4
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Joint mixed logit models of stated and revealed preferences for alternative-fuel vehicles

Abstract: We compare multinomial logit and mixed logit models for data on California households' revealed and stated preferences for automobiles. The stated preference (SP) data elicited households' preferences among gasoline, electric, methanol, and compressed natural gas vehicles with various attributes. The mixed logit models provide improved ®ts over logit that are highly signi®cant, and show large heterogeneity in respondents' preferences for alternative-fuel vehicles. The e ects of including this heterogeneity are… Show more

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Cited by 579 publications
(250 citation statements)
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“…Brownstone et al (2000) combined SP and RP data to model vehicle preferences in California, concluding that the resulting joint MNL model was more robust than either the SP or the RP models alone. However, combining data sources is a complex process and requires judgment on the part of the researcher.…”
Section: Choice Models Combining Stated and Revealed Preference Datamentioning
confidence: 99%
See 3 more Smart Citations
“…Brownstone et al (2000) combined SP and RP data to model vehicle preferences in California, concluding that the resulting joint MNL model was more robust than either the SP or the RP models alone. However, combining data sources is a complex process and requires judgment on the part of the researcher.…”
Section: Choice Models Combining Stated and Revealed Preference Datamentioning
confidence: 99%
“…All coefficient estimates were significant at a 99% confidence level, and of the expected sign. 14 The capital cost variable contributed the best fit of the SP data when divided by the log of household income (as in Brownstone et al, 2000;Brownstone and Train, 1999) to account for income effects. 15 This specification represents income as a deflator, where capital cost is less important for higher income households.…”
Section: Stated Preference Modelsmentioning
confidence: 99%
See 2 more Smart Citations
“…A small selection of recent research would include Haener, Boxall, and Adamowicz (2001) for an application to recreational site choice; Earnhart (2001) for residential amenities; and Brownstone, Bunch, and Train (2000) for the demand for alternative fuel vehicles. For a thorough review of the econometric advantages and complications associated with combining data, see Hensher, Louviere, and Swait (1999).…”
Section: Survey Design and Data Partmentioning
confidence: 99%