Chorus, Caspar (2013): A Generalized Random Regret Minimization Model.
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Abstract
This paper presents, discusses and tests a generalized Random Regret Minimization (G-RRM) model. The G-RRM model is created by replacing a fixed constant in the attribute-specific regret functions of the RRM model, by a regret-weight variable. Depending on the value of the regret-weights, the G-RRM model generates predictions that equal those of, respectively, the canonical linear-in-parameters Random Utility Maximization (RUM) model, the conventional Random Regret Minimization (RRM) model, and hybrid RUM-RRM specifications. When the regret-weight variable is written as a binary logit function, the G-RRM model can be estimated on choice data using conventional software packages. As an empirical proof of concept, the G-RRM model is estimated on a stated route choice dataset, and its outcomes are compared with RUM and RRM counterparts.
Item Type: | MPRA Paper |
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Original Title: | A Generalized Random Regret Minimization Model |
Language: | English |
Keywords: | Random Utility Maximization; Random Regret Minimization; Choice model; Unified approach; Generalized Random Regret Minimization |
Subjects: | C - Mathematical and Quantitative Methods > C5 - Econometric Modeling M - Business Administration and Business Economics ; Marketing ; Accounting ; Personnel Economics > M3 - Marketing and Advertising > M30 - General R - Urban, Rural, Regional, Real Estate, and Transportation Economics > R4 - Transportation Economics > R41 - Transportation: Demand, Supply, and Congestion ; Travel Time ; Safety and Accidents ; Transportation Noise |
Item ID: | 51637 |
Depositing User: | Dr. Caspar Chorus |
Date Deposited: | 22 Nov 2013 05:42 |
Last Modified: | 27 Sep 2019 07:23 |
References: | Beck, M.J., Chorus, C.G., Rose, J.M., 2013. Vehicle purchasing behaviour of individuals and groups: Regret or reward? Journal of Transport Economics and Policy, 47(3), 475-492 de Bekker-Grob, E.W., Chorus, C.G., 2013. Random regret minimization: A new choice model for health economics. PharmacoEconomics, 31(7), 623-634 Bierlaire M (2003) Biogeme: A free package for the estimation of discrete choice models, Proceedings of the 3rd Swiss Transportation Research Conference, Ascona, Switzerland. Bierlaire M (2008) An introduction to BIOGEME Version 1.7, biogeme.epfl.ch Boeri, M., Longo, A., Grisolia, J.M., Hutchinson, W.G., Kee, F., 2013. The role of regret minimization in lifestyle choices affecting the risk of coronary heart disease. Journal of Health Economics, 32(1), 253-260 Boeri, M., Masiero, L., 2014. Regret minimization and utility maximization in a freight transport context: An application from two stated choice experiments. Transportmetrica (accepted for publication) Boeri, M., Scarpa. R., Chorus, C.G., 2014. Stated choices and benefit estimates in the context of traffic calming schemes: utility maximization, regret minimization, or both? Transportation Research Part A (conditionally accepted for publication) Chorus, C.G., Arentze, T.A., Timmermans, H.J.P., 2008. A Random Regret Minimization model of travel choice. Transportation Research Part B, 42(1), 1-18 Chorus, C.G., 2010. A new model of Random Regret Minimization. European Journal of Transport and Infrastructure Research, 10(2), 181-196 Chorus, C.G., 2012a. Random Regret Minimization: An overview of model properties and empirical evidence. Transport Reviews, 32(1), 75-92 Chorus, C.G., 2012b. Logsums for utility-maximizers and regret-minimizers, and their relation with desirability and satisfaction. Transportation Research Part A, 46(7), 1003-1012 Chorus, C.G., Bierlaire, M., 2013. An empirical comparison of travel choice models that generate compromise effects. Transportation, 40(3), 549-562 Chorus, C.G., Rose, J.M., Hensher, D.A., 2013a. Regret minimization or utility maximization: It depends on the attribute. Environment and Planning Part B, 40, 154-169 Dekker, T., Chorus, C.G., under review. Insights into value of time for random regret minimization models Hensher, D.A., Greene, W.H., Chorus, C.G., 2013. Random Regret Minimization or Random Utility Maximization: An exploratory analysis in the context of automobile fuel choice. Journal of Advanced Transportation, 47(7), 667-678 Hess, S., Stathopoulos, A., Daly, A.J., 2012, Allowing for heterogeneous decision rules in discrete choice models: an approach and four case studies, Transportation, 39(3), 565-591. Hess, S., Stathopoulos, A., 2014. A mixed random utility – random regret model linking the choice of decision rule to latent character traits. Journal of Choice Modelling (conditionally accepted for publication) Kaplan, S., Prato, C.G., 2012. The application of the random regret minimization model to drivers’ choice of crash avoidance maneuvers. Transportation Research Part F, 15(6), 699-709 Leong, W., Hensher, D.A., in press. Is route choice a matter of regret minimization or relative advantage maximization? Journal of Transport Economics and Policy (conditionally accepted for publication) Thiene, M., Boeri, M., Chorus, C.G., 2012. Random Regret Minimization: Exploration of a new choice model for environmental and resource economics. Environmental and Resource Economics, 51(3), 413-429 |
URI: | https://mpra.ub.uni-muenchen.de/id/eprint/51637 |