Values, attitudes and travel behavior: A hierarchical latent variable mixed logit model of travel mode choice

Transportation

Volumn 41, Issue 4, 2014, Pages 873-888

  Paulssen, Marcel ^a   Temme, Dirk ^b   Vij, Akshay ^c   Walker, Joan L ^c  

^a UNIVERSITY OF GENEVA   (Switzerland)

^b UNIVERSITY OF WUPPERTAL   (Germany)

^c UNIVERSITY OF CALIFORNIA   (United States)

Author keywords

Integrated choice and latent variable model; Mixed logit; Travel mode choice; Values and attitudes

Indexed keywords

HIERARCHICAL SYSTEMS;

HIERARCHICAL MODEL; LATENT VARIABLE MODELING; MIXED LOGIT; MIXED LOGIT MODELS; SUBSTITUTION PATTERNS; TRAVEL BEHAVIORS; TRAVEL MODE CHOICES; VALUES AND ATTITUDES;

EQUIVALENCE CLASSES;

ATTITUDINAL SURVEY; EMPIRICAL ANALYSIS; HIERARCHICAL SYSTEM; INTEGRATED APPROACH; LOGIT ANALYSIS; PUBLIC TRANSPORT; TRAVEL BEHAVIOR;

GERMANY;

EID: 84903890854     PISSN: 00494488     EISSN: 15729435     Source Type: Journal    
DOI: 10.1007/s11116-013-9504-3     Document Type: Article

References (48)

1. Abou-Zeid, M., Ben-Akiva, M.: Travel mode switching: comparison of findings from two public transportation experiments. Transp. Policy 24, 48-59 (2012).
2. Anable, J.: 'Complacent car addicts' or 'aspiring environmentalists'? Identifying travel behaviour segments using attitude theory. Transp. Policy 12(1), 65-78 (2005).
3. Ashok, K., Dillon, W. R., Yuan, S.: Extending discrete choice models to incorporate attitudinal and other latent variables. J. Mark. Res. 39(1), 31-46 (2002).
4. Azjen, I.: The theory of planned behavior. Organ. Behav. Hum. Decis. 50(2), 179-211 (1991).
5. Bamberg, S.: General or specific attitudes as predictors of environmentally friendly behavior? Zeitschrift für Sozialpsychologie 27(1), 47-60 (1996). (in German).
6. Bamberg, S., Ajzen, I., Schmidt, P.: Choice of travel mode in the theory of planned behavior: the roles of past behavior, habit, and reasoned action. Basic Appl. Soc. Psychol. 25(3), 175-187 (2003).
7. Ben-Akiva, M., Walker, J., Bernardino, A. T., Gopinath, D. A., Morikawa, T., Polydoropoulou, A.: Integration of choice and latent variable models. In: Mahmassani, H. S. (ed.) In perpetual motion: travel behaviour research opportunities and application challenges, pp. 431-470. Elsevier, Amsterdam (2002).
8. Bierlaire M (2003) BIOGEME: a free package for the estimation of discrete choice models. Proceedings of the 3rd Swiss Transportation Research Conference, Ascona, Switzerland.
9. Bolduc, D., Ben-Akiva, M., Walker, J., Michaud, A.: Hybrid choice models with logit kernel: Applicability to large scale models. In: Lee-Gosselin, M., Doherty, S. T. (eds.) Integrated land-use and transportation models, pp. 275-302. Elsevier, Amsterdam (2005).
10. Choo, S., Mokhtarian, P. L.: What type of vehicle do people drive? The role of attitude and lifestyle in influencing vehicle type choice. Transp. Res. Part A 38(3), 201-222 (2004).
11. Daziano, R. A., Bolduc, D.: Covariance, identification, and finite-sample performance of the MSL and Bayes estimators of a logit model with latent attributes. Transportation 40(3), 647-670 (2013).
12. Ewing, R., Bartholomew, K., Winkelman, S., Walters, J., Chen, D.: Growing cooler: evidence on urban development and climate change. Urban Land Institute, Washington, DC (2008).
13. Feather, N. T.: Bridging the gap between values and actions: Recent applications of the expectancy ± value model. In: Higgins, E. T., Sorrentino, R. M. (eds.) Handbook of motivation and cognition, vol. 2, pp. 151-192. Guilford Press, New York (1990).
14. Fujii, S., Kitamura, R.: What does a one-month free bus ticket do to habitual drivers? An experimental analysis of habit and attitude change. Transportation 30(1), 81-95 (2003).
15. Gatersleben, B., Uzzell, D.: Affective appraisals of the daily commute: comparing perceptions of drivers, cyclists, walkers, and users of public transport. Environ. Behav. 39(3), 416-431 (2007).
16. Hagman, O.: Mobilizing meanings of mobility: car users' constructions of the goods and bads of car use. Transp. Res. Part D 8(1), 1-9 (2003).
17. Homer, P. M., Kahle, L. R.: A structural equation test of the value-attitude-behavior hierarchy. J. Pers. Soc. Psychol. 54(4), 638-646 (1988).
18. Jensen, M.: Passion and heart in transport-a sociological analysis on transport behaviour. Transp. Policy 6(1), 19-33 (1999).
19. Kassarjian, H. H., Sheffet, M. J.: Personality and consumer behavior: An update. In: Kassarjian, H. H., Robertson, T. S. (eds.) Handbook of consumer behavior, pp. 281-301. Prentice-Hall, New Jersey (1991).
20. Kluckhohn, C.: Values and value orientations in the theory of action: An exploration in definition and classification. In: Parsons, T., Shills, E. (eds.) Toward a general theory of action, pp. 388-433. Harvard University Press, Cambridge (1951).
21. Kristiansen, C. M., Hotte, A. M.: Morality and the self: Implications for when and how of value-attitude behavior relations. In: Seligman, C., Olson, J. M., Zanna, M. P. (eds.) The Ontario Symposium, vol. 8, pp. 77-106. The psychology of valuesLawrence Erlbaum, Hillsdale (1996).
22. Kuppam, A. R., Pendyala, R. M., Rahman, S.: Analysis of the role of traveler attitudes and perceptions in explaining mode-choice behavior. Transp. Res. Rec. 1676, 68-76 (1999).
23. Lanzendorf, M.: Mobility styles and behaviour-application of a lifestyle approach to leisure travel. Transp. Res. Rec. 1807, 163-173 (2002).
24. McCarty, J. A., Shrum, L. J.: The recycling of solid wastes: Personal values, value orientations, and attitudes about recycling as antecedents of recycling behavior. J. Bus. Res. 30, 53-62 (1994).
25. McFadden, D. L.: The choice theory approach to marketing research. Mark. Sci. 5(4), 275-297 (1986).
26. McFadden, D., Train, K.: Mixed MNL models of discrete response. J. Appl. Econ. 15, 447-470 (2000).
27. Morikawa, T., Ben-Akiva, M., McFadden, D. L.: Discrete choice models incorporating revealed preferences and psychometric data. In: Franses, P. H., Montgomery, A. L. (eds.) Econometric models in marketing, pp. 29-55. Elsevier, Amsterdam (2002).
28. Páez, A., Whalen, K.: Enjoyment of commute: a comparison of different transportation modes. Transp. Res. Part A 44(7), 537-549 (2010).
29. Prince-Gibson, E., Schwartz, S. H.: Value priorities and gender. Soc. Psychol. Q. 61(1), 49-67 (1998).
30. Rokeach, M.: The nature of human values. Free Press, New York (1973).
31. Schafer, A., Heywood, J. B., Jacoby, H. D., Waitz, I. A.: Transportation in a climate constrained world. MIT Press, Cambridge (2009).
32. Schwartz, S. H., Bilsky, W.: Toward a theory of the universal content and structure of values: extensions and cross-cultural replications. J. Pers. Soc. Psychol. 58(5), 878-891 (1990).
33. Schwartz, S. H.: Universals in the content and structure of values: Theoretical advances and empirical tests in 20 countries. In: Zanna, M. P. (ed.) Advances in experimental social psychology, vol. 25, pp. 1-66. Academic Press, San Diego (1992).
34. Schwartz, S. H., Melech, G., Lehmann, A., Burgess, S., Harris, M., Owens, V.: Extending the cross-cultural validity of the theory of basic human values with a different method of measurement. J. Cross Cult. Psychol. 32(5), 519-542 (2001).
35. Schwartz SH (2003) A proposal for measuring value orientations across nations. In: The questionnaire development package of the European Social Survey, Chapter 7. European Social Survey, pp 259-319.
36. Schwartz, S. H., Rubel, T.: Sex differences in value priorities: cross-cultural and multi-method studies. J. Pers. Soc. Psychol. 89(6), 1010-1028 (2005).
37. Sperling, D., Gordon, D.: Two billion cars: driving towards sustainability. Oxford University Press, Oxford (2009).
38. Steg, L.: Car use: lust and must. Instrumental, symbolic and affective motives for car use. Transp. Res. Part A 39(2-3), 147-162 (2005).
39. Temme, D., Paulssen, M., Dannewald, T.: Incorporating latent variables into discrete choice models-a simultaneous estimation approach using SEM software. BuR 1(2), 220-237 (2008).
40. Train, K. E.: Discrete choice methods with simulation. Cambridge University Press, Cambridge (2009).
41. Triandis, H. C.: Interpersonal behaviour. Brooks/Cole, Monterey (1977).
42. Tudela A, Habib KMN, Carrasco JA, Osman AO (2011) Incorporating the explicit role of psychological factors on mode choice: A hybrid mode choice model by using data from an innovative psychometric survey. Second International Choice Modeling Conference, July 2011, Leeds.
43. Verplanken, B., Walker, I., Davis, A., Jurasek, M.: Context change and travel mode choice: combining the habit discontinuity and self-activation hypotheses. J. Environ. Psychol. 28(2), 121-127 (2008).
44. Vredin Johansson, M., Heldt, T., Johansson, P.: The effects of attitudes and personality traits on mode choice. Transp. Res. Part A 40(6), 507-525 (2006).
45. Walker, J. L., Ben-Akiva, M.: Generalized random utility model. Math. Soc. Sci. 43(3), 303-343 (2002).
46. Williams, R. M. J.: Change and stability in values and value systems: a sociological perspective. In: Rokeach, M. (ed.) Understanding human values: individual and societal, pp. 15-46. Free Press, New York (1979).
47. Yañez, M. F., Raveau, S., de Ortúzar, J. D.: Inclusion of latent variables in mixed logit models: modelling and forecasting. Transp. Res. Part A 44(9), 744-753 (2010).
48. Zhao J (2009) Preference accommodating and preference shaping: incorporating traveler preferences into transportation planning. Dissertation, Massachusetts Institute of Technology.