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Accounting for heterogeneity in the variance of unobserved effects in mixed logit models

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  1. Vij, Akshay & Krueger, Rico, 2017. "Random taste heterogeneity in discrete choice models: Flexible nonparametric finite mixture distributions," Transportation Research Part B: Methodological, Elsevier, vol. 106(C), pages 76-101.
  2. Georges Sfeir & Maya Abou-Zeid & Filipe Rodrigues & Francisco Camara Pereira & Isam Kaysi, 2020. "Semi-nonparametric Latent Class Choice Model with a Flexible Class Membership Component: A Mixture Model Approach," Papers 2007.02739, arXiv.org.
  3. Johnson, F. Reed & Ozdemir, Semra & Phillips, Kathryn A., 2010. "Effects of simplifying choice tasks on estimates of taste heterogeneity in stated-choice surveys," Social Science & Medicine, Elsevier, vol. 70(2), pages 183-190, January.
  4. Marit Kragt & Jeffrey Bennett, 2012. "Attribute Framing in Choice Experiments: How Do Attribute Level Descriptions Affect Value Estimates?," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 51(1), pages 43-59, January.
  5. Gao, Kun & Yang, Ying & Li, Aoyong & Li, Junhong & Yu, Bo, 2021. "Quantifying economic benefits from free-floating bike-sharing systems: A trip-level inference approach and city-scale analysis," Transportation Research Part A: Policy and Practice, Elsevier, vol. 144(C), pages 89-103.
  6. Fosgerau, Mogens & Bierlaire, Michel, 2007. "A practical test for the choice of mixing distribution in discrete choice models," Transportation Research Part B: Methodological, Elsevier, vol. 41(7), pages 784-794, August.
  7. Paleti, Rajesh, 2018. "Generalized multinomial probit Model: Accommodating constrained random parameters," Transportation Research Part B: Methodological, Elsevier, vol. 118(C), pages 248-262.
  8. Stephane Hess, 2014. "Latent class structures: taste heterogeneity and beyond," Chapters, in: Stephane Hess & Andrew Daly (ed.), Handbook of Choice Modelling, chapter 14, pages 311-330, Edward Elgar Publishing.
  9. Owusu, Rebecca & Dadzie, Samuel Kwesi Ndzebah, 2021. "Heterogeneity in consumer preferences for organic and genetically modified food products in Ghana," African Journal of Agricultural and Resource Economics, African Association of Agricultural Economists, vol. 16(2), June.
  10. Balcombe, Kelvin & Chalak, Ali & Fraser, Iain, 2009. "Model selection for the mixed logit with Bayesian estimation," Journal of Environmental Economics and Management, Elsevier, vol. 57(2), pages 226-237, March.
  11. John Rose & Iain Black, 2006. "Means matter, but variance matter too: Decomposing response latency influences on variance heterogeneity in stated preference experiments," Marketing Letters, Springer, vol. 17(4), pages 295-310, December.
  12. Resano, Helena & Sanjuán, Ana I. & Albisu, Luis M., 2012. "Consumers’ response to the EU Quality policy allowing for heterogeneous preferences," Food Policy, Elsevier, vol. 37(4), pages 355-365.
  13. Kragt, Marit Ellen & Bennett, Jeffrey W., 2011. "Using choice experiments to value catchment and estuary health in Tasmania with individual preference heterogeneity," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 55(2), pages 1-21.
  14. Yu-Hui Chen & Kai-Han Qiu & Kang Ernest Liu & Chun-Yuan Chiang, 2020. "Are Consumers Willing to Pay a Premium for Pure Rice Noodles? A Study of Discrete Choice Experiments in Taiwan," Sustainability, MDPI, vol. 12(15), pages 1-18, July.
  15. Kragt, Marit Ellen, 2013. "Comparing models of unobserved heterogeneity in environmental choice experiments," 2013 Conference (57th), February 5-8, 2013, Sydney, Australia 152198, Australian Agricultural and Resource Economics Society.
  16. Kragt, M.E. & Gibson, F.L. & Maseyk, F. & Wilson, K.A., 2016. "Public willingness to pay for carbon farming and its co-benefits," Ecological Economics, Elsevier, vol. 126(C), pages 125-131.
  17. Campbell, Danny & Hutchinson, W. George & Scarpa, Riccardo, 2006. "Using Discrete Choice Experiments to Derive Individual-Specific WTP Estimates for Landscape Improvements under Agri-Environmental Schemes: Evidence from the Rural Environment Protection Scheme in Irel," Sustainability Indicators and Environmental Valuation Working Papers 12220, Fondazione Eni Enrico Mattei (FEEM).
  18. Akshay Vij & Rico Krueger, 2018. "Random taste heterogeneity in discrete choice models: Flexible nonparametric finite mixture distributions," Papers 1802.02299, arXiv.org.
  19. Hensher, David A. & Puckett, Sean M. & Rose, John M., 2007. "Agency decision making in freight distribution chains: Establishing a parsimonious empirical framework from alternative behavioural structures," Transportation Research Part B: Methodological, Elsevier, vol. 41(9), pages 924-949, November.
  20. Stephane Hess & Denis Bolduc & John Polak, 2010. "Random covariance heterogeneity in discrete choice models," Transportation, Springer, vol. 37(3), pages 391-411, May.
  21. Peter Davis & Pasquale Schiraldi, 2014. "The flexible coefficient multinomial logit (FC-MNL) model of demand for differentiated products," RAND Journal of Economics, RAND Corporation, vol. 45(1), pages 32-63, March.
  22. Friederike Paetz, 2021. "Personality traits as drivers of social preferences: a mixed logit model application," Journal of Business Economics, Springer, vol. 91(3), pages 303-332, April.
  23. Söderberg, Magnus, 2008. "A choice modelling analysis on the similarity between distribution utilities' and industrial customers' price and quality preferences," Energy Economics, Elsevier, vol. 30(3), pages 1246-1262, May.
  24. Günay, Gürkan, 2023. "Shipment size and vehicle choice modeling for road freight transport: A geographical perspective," Transportation Research Part A: Policy and Practice, Elsevier, vol. 173(C).
  25. David A. Hensher & Stewart Jones & William H. Greene, 2007. "An Error Component Logit Analysis of Corporate Bankruptcy and Insolvency Risk in Australia," The Economic Record, The Economic Society of Australia, vol. 83(260), pages 86-103, March.
  26. Basu, Debasis & Hunt, John Douglas, 2012. "Valuing of attributes influencing the attractiveness of suburban train service in Mumbai city: A stated preference approach," Transportation Research Part A: Policy and Practice, Elsevier, vol. 46(9), pages 1465-1476.
  27. Stijn Van Puyvelde & Ralf Caers & Cind Du Bois & Marc Jegers, 2016. "Managerial Objectives and the Governance of Public and Non-Profit Organizations," Public Management Review, Taylor & Francis Journals, vol. 18(2), pages 221-237, February.
  28. Gunay, Gurkan & Gokasar, Ilgin, 2021. "Market segmentation analysis for airport access mode choice modeling with mixed logit," Journal of Air Transport Management, Elsevier, vol. 91(C).
  29. Reinhard A. Weisser, 2020. "How Personality Shapes Study Location Choices," Research in Higher Education, Springer;Association for Institutional Research, vol. 61(1), pages 88-116, February.
  30. Gabriela Scheufele & Jeff Bennett, 2013. "Effects of alternative elicitation formats in discrete choice experiments," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 57(2), pages 214-233, April.
  31. Yan, Jin & Yoo, Hong Il, 2019. "Semiparametric estimation of the random utility model with rank-ordered choice data," Journal of Econometrics, Elsevier, vol. 211(2), pages 414-438.
  32. Erdem, Seda & Rigby, Dan, 2011. "Using a Discrete Choice Experiment to Elicit Consumers’ WTP for Health Risk Reductions Achieved By Nanotechnology in the UK," 85th Annual Conference, April 18-20, 2011, Warwick University, Coventry, UK 108950, Agricultural Economics Society.
  33. Deka, Devajyoti & Carnegie, Jon, 2021. "Predicting transit mode choice of New Jersey workers commuting to New York City from a stated preference survey," Journal of Transport Geography, Elsevier, vol. 91(C).
  34. William Greene, 2007. "Discrete Choice Modeling," Working Papers 07-6, New York University, Leonard N. Stern School of Business, Department of Economics.
  35. Sckokai, Paolo & Veneziani, Mario & Moro, Daniele & Castellari, Elena, 2014. "Consumer willingness to pay for food safety: the case of mycotoxins in milk," Bio-based and Applied Economics Journal, Italian Association of Agricultural and Applied Economics (AIEAA), vol. 3(1), pages 1-19, April.
  36. Matthew Beck & John Rose & David Hensher, 2011. "Behavioural responses to vehicle emissions charging," Transportation, Springer, vol. 38(3), pages 445-463, May.
  37. Danny Campbell & George Hutchinson & Riccardo Scarpa, 2006. "Using mixed logit models to derive individual-specific WTP estimates for landscape improvements under agri-environmental schemes: evidence from the Rural Environment Protection Scheme in Ireland," Working Papers 0607, Rural Economy and Development Programme,Teagasc.
  38. Theo A. Arentze & Benedict G. C. Dellaert & Caspar G. Chorus, 2015. "Incorporating Mental Representations in Discrete Choice Models of Travel Behavior: Modeling Approach and Empirical Application," Transportation Science, INFORMS, vol. 49(3), pages 577-590, August.
  39. Schmid, Basil & Axhausen, Kay W., 2019. "In-store or online shopping of search and experience goods: A hybrid choice approach," Journal of choice modelling, Elsevier, vol. 31(C), pages 156-180.
  40. Bujosa, Angel & Torres, Cati & Riera, Antoni, 2018. "Framing Decisions in Uncertain Scenarios: An Analysis of Tourist Preferences in the Face of Global Warming," Ecological Economics, Elsevier, vol. 148(C), pages 36-42.
  41. Yang, Chih-Wen & Liao, Pei-Han, 2016. "Modeling the joint choice of access modes and flight routes with parallel structure and random heterogeneity," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 95(C), pages 19-31.
  42. Marit Kragt, 2013. "The Effects of Changing Cost Vectors on Choices and Scale Heterogeneity," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 54(2), pages 201-221, February.
  43. Tafesse Estifanos & Maksym Polyakov & Ram Pandit & Atakelty Hailu & Michael Burton, 2021. "What are tourists willing to pay for securing the survival of a flagship species? The case of protection of the Ethiopian wolf," Tourism Economics, , vol. 27(1), pages 45-69, February.
  44. Crabbe, Marjolein & Akinc, Deniz & Vandebroek, Martina, 2014. "Fast algorithms to generate individualized designs for the mixed logit choice model," Transportation Research Part B: Methodological, Elsevier, vol. 60(C), pages 1-15.
  45. Scheufele, Gabriela & Bennett, Jeffrey W., 2010. "Ordering effects and strategic response in discrete choice experiments," Research Reports 107743, Australian National University, Environmental Economics Research Hub.
  46. Schmid, Basil & Jokubauskaite, Simona & Aschauer, Florian & Peer, Stefanie & Hössinger, Reinhard & Gerike, Regine & Jara-Diaz, Sergio R. & Axhausen, Kay W., 2019. "A pooled RP/SP mode, route and destination choice model to investigate mode and user-type effects in the value of travel time savings," Transportation Research Part A: Policy and Practice, Elsevier, vol. 124(C), pages 262-294.
  47. Marit E Kragt & Jeff Bennett, 2009. "Using Choice Experiments to value River and Estuary Health in Tasmania with Individual Preference Heterogeneity," Environmental Economics Research Hub Research Reports 0916, Environmental Economics Research Hub, Crawford School of Public Policy, The Australian National University, revised Sep 2009.
  48. Eboli, Laura & Mazzulla, G., 2008. "Willingness-to-pay of public transport users for improvement in service quality," European Transport \ Trasporti Europei, ISTIEE, Institute for the Study of Transport within the European Economic Integration, issue 38, pages 107-118.
  49. Alejandra R. Enríquez & Angel Bujosa Bestard, 2020. "Measuring the economic impact of climate-induced environmental changes on sun-and-beach tourism," Climatic Change, Springer, vol. 160(2), pages 203-217, May.
  50. Danny Campbell & W. George Hutchinson & Riccardo Scarpa, 2006. "Lexicographic Preferences in Discrete Choice Experiments: Consequences on Individual-Specific Willingness to Pay Estimates," Working Papers 2006.128, Fondazione Eni Enrico Mattei.
  51. Chao Huang & Mark Burris & W. Douglass Shaw, 2017. "Differences in probability weighting for individual travelers: a managed lane choice application," Transportation, Springer, vol. 44(2), pages 375-393, March.
  52. Danny Campbell & W. George Hutchinson & Riccardo Scarpa, 2006. "Lexicographic Preferences in Discrete Choice Experiments: Consequences on Individual-Specific Willingness to Pay Estimates," Working Papers 2006.128, Fondazione Eni Enrico Mattei.
  53. Ingrid Mauerer & Gerhard Tutz, 2023. "Heterogeneity in general multinomial choice models," Statistical Methods & Applications, Springer;Società Italiana di Statistica, vol. 32(1), pages 129-148, March.
  54. Sadhukhan, Shubhajit & Banerjee, Uttam K. & Maitra, Bhargab, 2016. "Commuters’ willingness-to-pay for improvement of transfer facilities in and around metro stations – A case study in Kolkata," Transportation Research Part A: Policy and Practice, Elsevier, vol. 92(C), pages 43-58.
  55. Tobias Holmsgaard Larsen & Thomas Lundhede & Søren Bøye Olsen & Brian H. Jacobsen, 2021. "Incorporating time lags and uncertainty in cost-benefit analysis of water quality improvements – a case study of Limfjorden, Denmark," IFRO Working Paper 2021/01, University of Copenhagen, Department of Food and Resource Economics.
  56. Devarasetty, Prem Chand & Burris, Mark & Douglass Shaw, W., 2012. "The value of travel time and reliability-evidence from a stated preference survey and actual usage," Transportation Research Part A: Policy and Practice, Elsevier, vol. 46(8), pages 1227-1240.
  57. Train, Kenneth & Wilson, Wesley W., 2008. "Estimation on stated-preference experiments constructed from revealed-preference choices," Transportation Research Part B: Methodological, Elsevier, vol. 42(3), pages 191-203, March.
  58. David Throsby & Anita Zednik & Jorge E. Araña, 2021. "Public preferences for heritage conservation strategies: a choice modelling approach," Journal of Cultural Economics, Springer;The Association for Cultural Economics International, vol. 45(3), pages 333-358, September.
  59. Martin, Inès & Vranken, Liesbet & Ugás, Roberto, 2021. "Farmers’ Preferences to Cultivate Threatened Crop Varieties: Evidence from Peru," 2021 Conference, August 17-31, 2021, Virtual 315216, International Association of Agricultural Economists.
  60. Crabbe, M. & Vandebroek, M., 2012. "Improving the efficiency of individualized designs for the mixed logit choice model by including covariates," Computational Statistics & Data Analysis, Elsevier, vol. 56(6), pages 2059-2072.
  61. Arentze, Theo A. & Molin, Eric J.E., 2013. "Travelers’ preferences in multimodal networks: Design and results of a comprehensive series of choice experiments," Transportation Research Part A: Policy and Practice, Elsevier, vol. 58(C), pages 15-28.
  62. Moeinaddini, Amin & Habibian, Meeghat, 2024. "Acceptability of transportation demand management policy packages considering interactions and socio-economic heterogeneity," Research in Transportation Economics, Elsevier, vol. 103(C).
  63. Danny Campbell & George Hutchinson & Riccardo Scarpa, 2006. "Integrating landscape improvement indices and discrete choice experiments: evidence from the Rural Environment Protection Scheme in Ireland," Working Papers 0609, Rural Economy and Development Programme,Teagasc.
  64. Mylene Lagarde & Nonglak Pagaiya & Viroj Tangcharoensathian & Duane Blaauw, 2013. "One Size Does Not Fit All: Investigating Doctors' Stated Preference Heterogeneity For Job Incentives To Inform Policy In Thailand," Health Economics, John Wiley & Sons, Ltd., vol. 22(12), pages 1452-1469, December.
  65. Biniam E. Bedasso, 2015. "How Does Human Capital Shape the Social Contract?," Working Papers 46, Economic Research Southern Africa.
  66. R. Karina Gallardo & Huixin Li & Vicki McCracken & Chengyan Yue & James Luby & James R. McFerson, 2015. "Market Intermediaries’ Willingness to Pay for Apple, Peach, Cherry, and Strawberry Quality Attributes," Agribusiness, John Wiley & Sons, Ltd., vol. 31(2), pages 259-280, April.
  67. Campbell, Danny, 2007. "Combining mixed logit models and random effects models to identify the determinants of willingness to pay for rural landscape improvements," 81st Annual Conference, April 2-4, 2007, Reading University, UK 7975, Agricultural Economics Society.
  68. Genie, Mesfin G. & Nicoló, Antonio & Pasini, Giacomo, 2020. "The role of heterogeneity of patients’ preferences in kidney transplantation," Journal of Health Economics, Elsevier, vol. 72(C).
  69. Nsiah K. Acheampong, 2013. "The Effects of Foreign Bank Entry on Financial Performance of Domestic-Owned Banks in Ghana," The International Journal of Business and Finance Research, The Institute for Business and Finance Research, vol. 7(3), pages 93-104.
  70. Lijesen, M.G., 2010. "Empirical applications of spatial competition; an interpretative literature review," Serie Research Memoranda 0006, VU University Amsterdam, Faculty of Economics, Business Administration and Econometrics.
  71. Bliemer, Michiel C.J. & Rose, John M., 2011. "Experimental design influences on stated choice outputs: An empirical study in air travel choice," Transportation Research Part A: Policy and Practice, Elsevier, vol. 45(1), pages 63-79, January.
  72. Joan L. Walker & Moshe Ben-Akiva, 2011. "Advances in Discrete Choice: Mixture Models," Chapters, in: André de Palma & Robin Lindsey & Emile Quinet & Roger Vickerman (ed.), A Handbook of Transport Economics, chapter 8, Edward Elgar Publishing.
  73. Yang, Chih-Wen & Sung, Yen-Ching, 2010. "Constructing a mixed-logit model with market positioning to analyze the effects of new mode introduction," Journal of Transport Geography, Elsevier, vol. 18(1), pages 175-182.
  74. Vij, Akshay & Carrel, André & Walker, Joan L., 2013. "Incorporating the influence of latent modal preferences on travel mode choice behavior," Transportation Research Part A: Policy and Practice, Elsevier, vol. 54(C), pages 164-178.
  75. Sfeir, Georges & Abou-Zeid, Maya & Rodrigues, Filipe & Pereira, Francisco Camara & Kaysi, Isam, 2021. "Latent class choice model with a flexible class membership component: A mixture model approach," Journal of choice modelling, Elsevier, vol. 41(C).
  76. Ding, Ye & Nayga Jr, Rodolfo M. & Zeng, Yinchu & Yang, Wei & Arielle Snell, Heather, 2022. "Consumers’ valuation of a live video feed in restaurant kitchens for online food delivery service," Food Policy, Elsevier, vol. 112(C).
  77. Haghani, Milad & Sarvi, Majid & Shahhoseini, Zahra, 2015. "Accommodating taste heterogeneity and desired substitution pattern in exit choices of pedestrian crowd evacuees using a mixed nested logit model," Journal of choice modelling, Elsevier, vol. 16(C), pages 58-68.
  78. Daniel A. Brent & Lata Gangadharan & Allison Lassiter & Anke Leroux & Paul A. Raschky, 2016. "Valuing Environmental Services Provided by LocalStormwater Management," Monash Economics Working Papers 35-16, Monash University, Department of Economics.
  79. Mahmud, Asif & Gayah, Vikash V. & Paleti, Rajesh, 2022. "A latent choice model to analyze the role of preliminary preferences in shaping observed choices," Transportation Research Part B: Methodological, Elsevier, vol. 161(C), pages 95-108.
  80. Sarma, Sisira & Simpson, Wayne, 2007. "A panel multinomial logit analysis of elderly living arrangements: Evidence from aging in Manitoba longitudinal data, Canada," Social Science & Medicine, Elsevier, vol. 65(12), pages 2539-2552, December.
  81. Rebecca Owusu Coffie & Michael P. Burton & Fiona L. Gibson & Atakelty Hailu, 2016. "Choice of Rice Production Practices in Ghana: A Comparison of Willingness to Pay and Preference Space Estimates," Journal of Agricultural Economics, Wiley Blackwell, vol. 67(3), pages 799-819, September.
  82. Stijn Van Puyvelde & Ralf Caers & Cind Du Bois & Marc Jegers, 2015. "Does organizational ownership matter? Objectives of employees in public, nonprofit and for-profit nursing homes," Applied Economics, Taylor & Francis Journals, vol. 47(24), pages 2500-2513, May.
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