A systematic comparison of continuous and discrete mixture models
AbstractModellers are increasingly relying on the use of continuous random coefficients models, such as Mixed Logit, for the representation of variations in tastes across individuals. In this paper, we provide an in-depth comparison of the performance of the Mixed Logit model with that of its far less commonly used discrete mixture counterpart, making use of a combination of real and simulated datasets. The results not only show significant computational advantages for the discrete mixture approach, but also highlight greater flexibility, and show that, across a host of scenarios, the discrete mixture models are able to offer comparable or indeed superior model performance.
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Bibliographic InfoArticle provided by ISTIEE, Institute for the Study of Transport within the European Economic Integration in its journal European Transport / Trasporti Europei.
Volume (Year): (2007)
Issue (Month): 37 ()
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Discrete choice; Mixture models; Random parameters; Discrete and continuous distributions;
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- Mogens Fosgerau, 2004.
"Investigating the distribution of the value of travel time savings,"
- Fosgerau, Mogens, 2006. "Investigating the distribution of the value of travel time savings," Transportation Research Part B: Methodological, Elsevier, vol. 40(8), pages 688-707, September.
- Mogens Fosgerau, 2004. "Investigating the distribution of the value of travel time savings," Urban/Regional 0410005, EconWPA, revised 25 Nov 2004.
- Fosgerau, Mogens & Bierlaire, Michel, 2007. "Circumventing the problem of the scale: discrete choice models with multiplicative error terms," MPRA Paper 3901, University Library of Munich, Germany.
- José Grisolía & Kenneth Willis, 2012. "A latent class model of theatre demand," Journal of Cultural Economics, Springer, vol. 36(2), pages 113-139, May.
- Jensen Jørgen Dejgaard & Mørkbak Morten Raun & Nordström Jonas, 2012.
"Economic Costs and Benefits of Promoting Healthy Takeaway Meals at Workplace Canteens,"
Journal of Benefit-Cost Analysis,
De Gruyter, vol. 3(4), pages 1-29, December.
- Jørgen Dejgaard Jensen & Morten Raun Mørkbak & Jonas Nordström, 2011. "Economic costs and benefits of promoting healthy takeaway meals at workplace canteens," IFRO Working Paper 2011/17, University of Copenhagen, Department of Food and Resource Economics.
- Stephane Hess & Denis Bolduc & John Polak, 2005.
"Random Covariance Heterogeneity in Discrete Choice Models,"
ERSA conference papers
ersa05p375, European Regional Science Association.
- Stephane Hess & Denis Bolduc & John Polak, 2010. "Random covariance heterogeneity in discrete choice models," Transportation, Springer, vol. 37(3), pages 391-411, May.
- Doherty, Edel & Campbell, Danny & Hynes, Stephen, 2012. "Exploring cost heterogeneity in recreational demand," Working Papers 148832, Socio-Economic Marine Research Unit, National University of Ireland, Galway.
- Andrew Daly & Stephane Hess & Kenneth Train, 2012. "Assuring finite moments for willingness to pay in random coefficient models," Transportation, Springer, vol. 39(1), pages 19-31, January.
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