Skip to main content
Erschienen in: Transportation 2/2013

01.02.2013

“If only I had taken the other road...”: Regret, risk and reinforced learning in informed route-choice

verfasst von: Eran Ben-Elia, Robert Ishaq, Yoram Shiftan

Erschienen in: Transportation | Ausgabe 2/2013

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

This paper presents a study of the effect of regret on route choice behavior when both descriptional information and experiential feedback on choice outcomes are provided. The relevance of Regret Theory in travel behavior has been well demonstrated in non-repeated choice environments involving decisions on the basis of descriptional information. The relation between regret and reinforced learning through experiential feedbacks is less understood. Using data obtained from a simple route-choice experiment involving different levels of travel time variability, discrete-choice models accounting for regret aversion effects are estimated. The results suggest that regret aversion is more evident when descriptional information is provided ex-ante compared to a pure learning from experience condition. Yet, the source of regret is related more strongly to experiential feedbacks rather than to the descriptional information itself. Payoff variability is negatively associated with regret. Regret aversion is more observable in choice situations that reveal risk-seeking, and less in the case of risk-aversion. These results are important for predicting the possible behavioral impacts of emerging information and communication technologies and intelligent transportation systems on travelers’ behavior.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literatur
Zurück zum Zitat Arentze, T.A., Timmermans, H.J.P.: Information gain, novelty seeking and travel: a model of dynamic activity-travel behavior under conditions of uncertainty. Transp. Res. Part A 39, 125–145 (2005) Arentze, T.A., Timmermans, H.J.P.: Information gain, novelty seeking and travel: a model of dynamic activity-travel behavior under conditions of uncertainty. Transp. Res. Part A 39, 125–145 (2005)
Zurück zum Zitat Avineri, E., Bovy, P.H.L.: Identification of parameters for a prospect theory model for travel choice analysis. Transp. Res. Rec. 2082, 141–147 (2008)CrossRef Avineri, E., Bovy, P.H.L.: Identification of parameters for a prospect theory model for travel choice analysis. Transp. Res. Rec. 2082, 141–147 (2008)CrossRef
Zurück zum Zitat Avineri, E., Prashker, J.N.: Sensitivity to uncertainty: need for a paradigm shift. Transp. Res. Rec. 1854, 90–98 (2003)CrossRef Avineri, E., Prashker, J.N.: Sensitivity to uncertainty: need for a paradigm shift. Transp. Res. Rec. 1854, 90–98 (2003)CrossRef
Zurück zum Zitat Avineri, E., Prashker, J.N.: Violations of expected utility theory in route-choice stated preferences: certainty effect and inflation of small probabilities. Transp. Res. Rec. 1894, 222–229 (2004)CrossRef Avineri, E., Prashker, J.N.: Violations of expected utility theory in route-choice stated preferences: certainty effect and inflation of small probabilities. Transp. Res. Rec. 1894, 222–229 (2004)CrossRef
Zurück zum Zitat Bar-Hillel, M., Neter, E.: Why are people reluctant to exchange lottery tickets? J. Pers. Soc. Psychol. 70, 17–27 (1996)CrossRef Bar-Hillel, M., Neter, E.: Why are people reluctant to exchange lottery tickets? J. Pers. Soc. Psychol. 70, 17–27 (1996)CrossRef
Zurück zum Zitat Barron, G., Erev, I.: Small feedback-based decisions and their limited correspondence to description-based decisions. J. Behav. Decis. Making 16, 215–233 (2003)CrossRef Barron, G., Erev, I.: Small feedback-based decisions and their limited correspondence to description-based decisions. J. Behav. Decis. Making 16, 215–233 (2003)CrossRef
Zurück zum Zitat Bateman, I.J., Carson, R.T., Day, B.H., Dupont, D., Louviere, J.J., Morimoto, S., Scarpa, R., Wang, P.: Choice set awareness and ordering effects in discrete choice experiments. CSERGE Working Paper EDM 08-01. University of East Anglia, Norwich (2008) Bateman, I.J., Carson, R.T., Day, B.H., Dupont, D., Louviere, J.J., Morimoto, S., Scarpa, R., Wang, P.: Choice set awareness and ordering effects in discrete choice experiments. CSERGE Working Paper EDM 08-01. University of East Anglia, Norwich (2008)
Zurück zum Zitat Ben Akiva, M., Bolduc, D.: Multinomial probit with a Logit kernel and a general parametric specification of the covariance structure. Working Paper, Massachusetts Institute of Technology (1996) Ben Akiva, M., Bolduc, D.: Multinomial probit with a Logit kernel and a general parametric specification of the covariance structure. Working Paper, Massachusetts Institute of Technology (1996)
Zurück zum Zitat Ben-Akiva, M., Morikawa, T.: Estimations of travel demand models from multiple data sources. In: Proceedings of the 11th International Symposium on Transportation and Traffic Theory, pp. 461–476, Yokohama, Japan. Elsevier, New York (1990) Ben-Akiva, M., Morikawa, T.: Estimations of travel demand models from multiple data sources. In: Proceedings of the 11th International Symposium on Transportation and Traffic Theory, pp. 461–476, Yokohama, Japan. Elsevier, New York (1990)
Zurück zum Zitat Ben-Elia, E., Shiftan, Y.: Which road do I take? A learning-based model of route-choice behavior with real-time information. Transp. Res. Part A 44, 249–264 (2010) Ben-Elia, E., Shiftan, Y.: Which road do I take? A learning-based model of route-choice behavior with real-time information. Transp. Res. Part A 44, 249–264 (2010)
Zurück zum Zitat Ben-Elia, E., Erev, I., Shiftan, Y.: The combined effect of information and experience on drivers’ route-choice behavior. Transportation 35, 165–177 (2008)CrossRef Ben-Elia, E., Erev, I., Shiftan, Y.: The combined effect of information and experience on drivers’ route-choice behavior. Transportation 35, 165–177 (2008)CrossRef
Zurück zum Zitat Bernoulli, D.: Exposition of a new theory on the measurement of risk. Comentarii Academiae Scientiarum Imperialis Petropolitanae, as translated and reprinted in 1954, Econometrica, 22, 23–36 (1738) Bernoulli, D.: Exposition of a new theory on the measurement of risk. Comentarii Academiae Scientiarum Imperialis Petropolitanae, as translated and reprinted in 1954, Econometrica, 22, 23–36 (1738)
Zurück zum Zitat Bhat, C.R.: Accommodating variations in responsiveness to level-of-service measures in travel mode choice modeling. Transp. Res. Part A 32, 495–507 (1998) Bhat, C.R.: Accommodating variations in responsiveness to level-of-service measures in travel mode choice modeling. Transp. Res. Part A 32, 495–507 (1998)
Zurück zum Zitat Bhat, C.R.: An analysis of evening commute stop-making behavior using repeated choice observations from a multi-day survey. Transp. Res. Part B 33, 495–510 (1999)CrossRef Bhat, C.R.: An analysis of evening commute stop-making behavior using repeated choice observations from a multi-day survey. Transp. Res. Part B 33, 495–510 (1999)CrossRef
Zurück zum Zitat Bhat, C.R.: Simulation estimation of mixed discrete choice models using randomized and scrambled Halton sequences. Transp. Res. Part B 37, 837–855 (2003)CrossRef Bhat, C.R.: Simulation estimation of mixed discrete choice models using randomized and scrambled Halton sequences. Transp. Res. Part B 37, 837–855 (2003)CrossRef
Zurück zum Zitat Bhat, C.R., Castelar, S.: A unified mixed logit framework for modeling revealed and stated preferences: formulation and application to congestion pricing analysis in the San Francisco Bay area. Transp. Res. Part B 36, 593–616 (2002)CrossRef Bhat, C.R., Castelar, S.: A unified mixed logit framework for modeling revealed and stated preferences: formulation and application to congestion pricing analysis in the San Francisco Bay area. Transp. Res. Part B 36, 593–616 (2002)CrossRef
Zurück zum Zitat Bierlaire, M.: BIOGEME: a free package for the estimation of discrete choice models. In: Proceedings of the 3rd Swiss Transportation Research Conference, Ascona, Switzerland (2003) Bierlaire, M.: BIOGEME: a free package for the estimation of discrete choice models. In: Proceedings of the 3rd Swiss Transportation Research Conference, Ascona, Switzerland (2003)
Zurück zum Zitat Bierlaire, M.: Estimation of discrete choice models with BIOGEME 1.8, École Polytechnique Fédérale de Lausanne (2009) Bierlaire, M.: Estimation of discrete choice models with BIOGEME 1.8, École Polytechnique Fédérale de Lausanne (2009)
Zurück zum Zitat Bonsall, P.: Information systems and other intelligent transport system innovations. In: Hensher, D.A., Button, K.J. (eds.) Handbook of Transport Modelling, 2nd edn, pp. 559–574. Elsevier, Amsterdam (2008) Bonsall, P.: Information systems and other intelligent transport system innovations. In: Hensher, D.A., Button, K.J. (eds.) Handbook of Transport Modelling, 2nd edn, pp. 559–574. Elsevier, Amsterdam (2008)
Zurück zum Zitat Bradley, M., Daly, A.: Use of logit scaling approach to test for rank-order and fatigue effects in stated preference data. Transportation 21, 167–184 (1994)CrossRef Bradley, M., Daly, A.: Use of logit scaling approach to test for rank-order and fatigue effects in stated preference data. Transportation 21, 167–184 (1994)CrossRef
Zurück zum Zitat Brazell, J., Gray-Lee, J., Louviere, J., Dallaert, B., Pullman, P.: Nobody will do that! An empirical investigation of survey length effects on response rate and reliability in choice model experiments. Presented at the 1995 INFORMS Marketing Science Conference, Sydney, Australia, 2–5 July 1995 Brazell, J., Gray-Lee, J., Louviere, J., Dallaert, B., Pullman, P.: Nobody will do that! An empirical investigation of survey length effects on response rate and reliability in choice model experiments. Presented at the 1995 INFORMS Marketing Science Conference, Sydney, Australia, 2–5 July 1995
Zurück zum Zitat Brazell, J., Louviere, J.: Respondent’s help, learning and fatigue. Presented at the 1997 INFORMS Marketing Science Conference, University of California, Berkeley, 1997 Brazell, J., Louviere, J.: Respondent’s help, learning and fatigue. Presented at the 1997 INFORMS Marketing Science Conference, University of California, Berkeley, 1997
Zurück zum Zitat Busemeyer, J.R., Townsend, J.T.: Decision field theory: a dynamic-cognitive approach to decision making in an uncertain environment. Psychol. Rev. 100, 432 (1993)CrossRef Busemeyer, J.R., Townsend, J.T.: Decision field theory: a dynamic-cognitive approach to decision making in an uncertain environment. Psychol. Rev. 100, 432 (1993)CrossRef
Zurück zum Zitat Cascetta, E., Cantarella, G.E.: A day-to-day and within-day dynamic stochastic assignment model. Transp. Res. Part A 25, 277–291 (1991)CrossRef Cascetta, E., Cantarella, G.E.: A day-to-day and within-day dynamic stochastic assignment model. Transp. Res. Part A 25, 277–291 (1991)CrossRef
Zurück zum Zitat Chorus, C.G.: Regret theory based route choices and traffic equilibria. Transportmetrica 8, 291–305 (2010)CrossRef Chorus, C.G.: Regret theory based route choices and traffic equilibria. Transportmetrica 8, 291–305 (2010)CrossRef
Zurück zum Zitat Chorus, C., Molin, E., Van Wee, B., Arentze, T., Timmermans, H.: Responses to transit information among car-drivers: regret-based models and simulations. Transport. Plan. Technol. 29, 249–271 (2006)CrossRef Chorus, C., Molin, E., Van Wee, B., Arentze, T., Timmermans, H.: Responses to transit information among car-drivers: regret-based models and simulations. Transport. Plan. Technol. 29, 249–271 (2006)CrossRef
Zurück zum Zitat Chorus, C.G., Arentze, T.A., Timmermans, H.J.P.: A random regret-minimization model of travel choice. Transp. Res. Part B 42, 1–18 (2008)CrossRef Chorus, C.G., Arentze, T.A., Timmermans, H.J.P.: A random regret-minimization model of travel choice. Transp. Res. Part B 42, 1–18 (2008)CrossRef
Zurück zum Zitat Chorus, C.G., Arentze, T.A., Timmermans, H.J.P.: Traveler compliance with advice: a Bayesian utilitarian perspective. Transp. Res. Part E 45, 486–500 (2009)CrossRef Chorus, C.G., Arentze, T.A., Timmermans, H.J.P.: Traveler compliance with advice: a Bayesian utilitarian perspective. Transp. Res. Part E 45, 486–500 (2009)CrossRef
Zurück zum Zitat De Palma, A., Picard, N.: Route choice decision under travel time uncertainty. Transp. Res. Part A 39, 295–324 (2005) De Palma, A., Picard, N.: Route choice decision under travel time uncertainty. Transp. Res. Part A 39, 295–324 (2005)
Zurück zum Zitat Elrod, T., Louviere, J., Davey, K.: An empirical comparison of ratings-based and choice-based conjoint models. J. Mark. Res. 29, 368–377 (1992)CrossRef Elrod, T., Louviere, J., Davey, K.: An empirical comparison of ratings-based and choice-based conjoint models. J. Mark. Res. 29, 368–377 (1992)CrossRef
Zurück zum Zitat Erev, I., Barron, G.: On adaptation, maximization, and reinforcement learning among cognitive strategies. Psychol. Rev. 112, 912–930 (2005)CrossRef Erev, I., Barron, G.: On adaptation, maximization, and reinforcement learning among cognitive strategies. Psychol. Rev. 112, 912–930 (2005)CrossRef
Zurück zum Zitat Erev, I., Ert, E., Yechiam, E.: Loss aversion, diminishing sensitivity, and the effect of experience on repeated decisions. J. Behav. Decis. Making 21, 575–597 (2008)CrossRef Erev, I., Ert, E., Yechiam, E.: Loss aversion, diminishing sensitivity, and the effect of experience on repeated decisions. J. Behav. Decis. Making 21, 575–597 (2008)CrossRef
Zurück zum Zitat European Commission: Communication from the Commission: The action plan for the deployment of intelligent transport systems in Europe, COM886 (2008) European Commission: Communication from the Commission: The action plan for the deployment of intelligent transport systems in Europe, COM886 (2008)
Zurück zum Zitat Gao, S., Frejinger, E., Ben-Akiva, M.: Adaptive route choices in risky traffic networks: a prospect theory approach. Transp. Res. Part C 18, 727–740 (2010)CrossRef Gao, S., Frejinger, E., Ben-Akiva, M.: Adaptive route choices in risky traffic networks: a prospect theory approach. Transp. Res. Part C 18, 727–740 (2010)CrossRef
Zurück zum Zitat Gärling, T., Young, W.: Perspectives on travel behavior: decision paradigms. In: Hensher, D., King, J. (eds.) Travel Behaviour Research: The Leading Edge. Pergamon, Amsterdam (2001) Gärling, T., Young, W.: Perspectives on travel behavior: decision paradigms. In: Hensher, D., King, J. (eds.) Travel Behaviour Research: The Leading Edge. Pergamon, Amsterdam (2001)
Zurück zum Zitat Halton, J.H.: On the efficiency of certain quasi-random sequences of points in evaluating multi-dimensional integrals. Numer. Math. 2, 84–90 (1960)CrossRef Halton, J.H.: On the efficiency of certain quasi-random sequences of points in evaluating multi-dimensional integrals. Numer. Math. 2, 84–90 (1960)CrossRef
Zurück zum Zitat Hess, S., Hensher, D.A., Daly, A.: Not bored yet: revisiting respondent fatigue in stated choice experiments. Transp. Res. Part A 46, 626–644 (2012) Hess, S., Hensher, D.A., Daly, A.: Not bored yet: revisiting respondent fatigue in stated choice experiments. Transp. Res. Part A 46, 626–644 (2012)
Zurück zum Zitat Horowitz, J.L.: The stability of stochastic equilibrium in a two-link transportation network. Transp. Res. Part B 18, 13–28 (1984)CrossRef Horowitz, J.L.: The stability of stochastic equilibrium in a two-link transportation network. Transp. Res. Part B 18, 13–28 (1984)CrossRef
Zurück zum Zitat Humphrey, S.J.: Feedback-conditional regret theory and testing regret-aversion in risky choice. J. Econ. Psychol. 25, 839–857 (2004)CrossRef Humphrey, S.J.: Feedback-conditional regret theory and testing regret-aversion in risky choice. J. Econ. Psychol. 25, 839–857 (2004)CrossRef
Zurück zum Zitat Kahneman, D., Riepe, M.W.: Aspects of investor psychology. J Portfolio Manage 24, 52–65 (1998)CrossRef Kahneman, D., Riepe, M.W.: Aspects of investor psychology. J Portfolio Manage 24, 52–65 (1998)CrossRef
Zurück zum Zitat Kahneman, D., Tversky, A.: Prospect theory: an analysis of decision under risk. Econometrica 47, 263–291 (1979)CrossRef Kahneman, D., Tversky, A.: Prospect theory: an analysis of decision under risk. Econometrica 47, 263–291 (1979)CrossRef
Zurück zum Zitat Katsikopoulos, K.V., Duse-Anthony, Y., Fisher, D.L., Duffy, S.A.: Risk attitude reversals in drivers’ route choice when range of travel time information is provided. Hum. Factors 44, 466 (2002)CrossRef Katsikopoulos, K.V., Duse-Anthony, Y., Fisher, D.L., Duffy, S.A.: Risk attitude reversals in drivers’ route choice when range of travel time information is provided. Hum. Factors 44, 466 (2002)CrossRef
Zurück zum Zitat Larrick, R.P.: Motivational factors in decision theories: the role of self-protection. Psychol. Bull. 113, 440 (1993)CrossRef Larrick, R.P.: Motivational factors in decision theories: the role of self-protection. Psychol. Bull. 113, 440 (1993)CrossRef
Zurück zum Zitat Lawrence, C., Zhou, J., Tits, A.: User’s guide for CFSQP version 2.5: AC code for solving (large scale) constrained nonlinear (minimax) optimization problems, generating iterates satisfying all inequality constraints. Institute for Systems Research, University of Maryland (1997) Lawrence, C., Zhou, J., Tits, A.: User’s guide for CFSQP version 2.5: AC code for solving (large scale) constrained nonlinear (minimax) optimization problems, generating iterates satisfying all inequality constraints. Institute for Systems Research, University of Maryland (1997)
Zurück zum Zitat Loomes, G., Sugden, R.: Regret theory: an alternative theory of rational choice under uncertainty. Econ. J. 92, 805–824 (1982)CrossRef Loomes, G., Sugden, R.: Regret theory: an alternative theory of rational choice under uncertainty. Econ. J. 92, 805–824 (1982)CrossRef
Zurück zum Zitat Lu, X., Gao, S., Ben-Elia, E.: Information impacts on route choice and learning behavior in a congested network: an experimental approach. Transp. Res. Rec. 2243, 89–98 (2011)CrossRef Lu, X., Gao, S., Ben-Elia, E.: Information impacts on route choice and learning behavior in a congested network: an experimental approach. Transp. Res. Rec. 2243, 89–98 (2011)CrossRef
Zurück zum Zitat Luce, R.D., Raiffa, H.: Games and decisions. Wiley, New York (1957) Luce, R.D., Raiffa, H.: Games and decisions. Wiley, New York (1957)
Zurück zum Zitat Mahmassani, H.S., Liu, Y.H.: Dynamics of commuting decision behaviour under advanced traveller information systems. Transp. Res. Part C 7, 91–107 (1999)CrossRef Mahmassani, H.S., Liu, Y.H.: Dynamics of commuting decision behaviour under advanced traveller information systems. Transp. Res. Part C 7, 91–107 (1999)CrossRef
Zurück zum Zitat McFadden, D., Train, K.: Mixed MNL models for discrete response. J. Appl. Econom. 15, 447–470 (2000)CrossRef McFadden, D., Train, K.: Mixed MNL models for discrete response. J. Appl. Econom. 15, 447–470 (2000)CrossRef
Zurück zum Zitat Prashker, J., Bekhor, S.: Route choice models used in the stochastic user equilibrium problem: a review. Transp. Rev. 24(4), 437–463 (2004)CrossRef Prashker, J., Bekhor, S.: Route choice models used in the stochastic user equilibrium problem: a review. Transp. Rev. 24(4), 437–463 (2004)CrossRef
Zurück zum Zitat Quiggin, J.: Regret theory with general choice sets. J. Risk Uncertain. 8, 153–165 (1994)CrossRef Quiggin, J.: Regret theory with general choice sets. J. Risk Uncertain. 8, 153–165 (1994)CrossRef
Zurück zum Zitat Revelt, D., Train, K.: Mixed logit with repeated choices: households’ choices of appliance efficiency level. Rev. Econ. Stat. 80, 647–657 (1998)CrossRef Revelt, D., Train, K.: Mixed logit with repeated choices: households’ choices of appliance efficiency level. Rev. Econ. Stat. 80, 647–657 (1998)CrossRef
Zurück zum Zitat Savage, S.J., Waldman, D.M.: Learning and fatigue during choice experiments: a comparison of online and mail survey modes. J. Appl. Econom. 23, 351–371 (2008)CrossRef Savage, S.J., Waldman, D.M.: Learning and fatigue during choice experiments: a comparison of online and mail survey modes. J. Appl. Econom. 23, 351–371 (2008)CrossRef
Zurück zum Zitat Shadish, W.R., Cook, T.D., Campbell, D.T.: Experimental and Quasi-experimental Designs for Generalized Causal Inference. Wadsworth, Belmont (2002) Shadish, W.R., Cook, T.D., Campbell, D.T.: Experimental and Quasi-experimental Designs for Generalized Causal Inference. Wadsworth, Belmont (2002)
Zurück zum Zitat Srinivasan, K.K., Mahmassani, H.S.: Analyzing heterogeneity and unobserved structural effects in route-switching behavior under ATIS: a dynamic kernel logit formulation. Transp. Res. Part B 37, 793–814 (2003)CrossRef Srinivasan, K.K., Mahmassani, H.S.: Analyzing heterogeneity and unobserved structural effects in route-switching behavior under ATIS: a dynamic kernel logit formulation. Transp. Res. Part B 37, 793–814 (2003)CrossRef
Zurück zum Zitat Starmer, C.: Developments in non-expected utility theory: the hunt for a descriptive theory of choice under risk. J. Econom. Lit. 38, 332–382 (2000)CrossRef Starmer, C.: Developments in non-expected utility theory: the hunt for a descriptive theory of choice under risk. J. Econom. Lit. 38, 332–382 (2000)CrossRef
Zurück zum Zitat Swait, J., Adamowicz, W.: The effect of choice experiment and task demands on consumer behavior: discriminating between contribution and confusion. Staff paper 96–09, Department of Rural Economy, University of Alberta (1996) Swait, J., Adamowicz, W.: The effect of choice experiment and task demands on consumer behavior: discriminating between contribution and confusion. Staff paper 96–09, Department of Rural Economy, University of Alberta (1996)
Zurück zum Zitat Train, K.: Mixed logit models for recreation demand. In: Herriges, J., Kling, C. (eds.) Valuing Recreation and the Environment, pp. 121–140. Edward Elgar, Northampton (1999) Train, K.: Mixed logit models for recreation demand. In: Herriges, J., Kling, C. (eds.) Valuing Recreation and the Environment, pp. 121–140. Edward Elgar, Northampton (1999)
Zurück zum Zitat Train, K.: Discrete Choice Methods with Simulation Cambridge University Press. Cambridge University Press, Cambridge (2003)CrossRef Train, K.: Discrete Choice Methods with Simulation Cambridge University Press. Cambridge University Press, Cambridge (2003)CrossRef
Zurück zum Zitat Train, K.: Halton sequences for mixed logit. In: Working Paper, Department of Economics, University of California, Berkeley (2000) Train, K.: Halton sequences for mixed logit. In: Working Paper, Department of Economics, University of California, Berkeley (2000)
Zurück zum Zitat Tversky, A., Kahneman, D.: Advances in prospect theory: cumulative representation of uncertainty. J. Risk Uncertain. 5, 297–323 (1992)CrossRef Tversky, A., Kahneman, D.: Advances in prospect theory: cumulative representation of uncertainty. J. Risk Uncertain. 5, 297–323 (1992)CrossRef
Zurück zum Zitat von Neumann, J., Morgenstern, O.: Theory of Games and Economic Behaviour. Princeton University Press, Princeton (1944) von Neumann, J., Morgenstern, O.: Theory of Games and Economic Behaviour. Princeton University Press, Princeton (1944)
Zurück zum Zitat Walker, J.L., Ben Akiva, M., Bolduc, D.: Identification of the Logit Kernel (or Mixed Logit) Model. In: Working Paper, Massachusetts Institute of Technology (2004) Walker, J.L., Ben Akiva, M., Bolduc, D.: Identification of the Logit Kernel (or Mixed Logit) Model. In: Working Paper, Massachusetts Institute of Technology (2004)
Zurück zum Zitat Watling, D., van Vuren, T.: The modelling of dynamic route guidance systems. Transp. Res. Part C 1, 159–182 (1993)CrossRef Watling, D., van Vuren, T.: The modelling of dynamic route guidance systems. Transp. Res. Part C 1, 159–182 (1993)CrossRef
Zurück zum Zitat Waygood, E.O.D., Avineri, E.: Does “500 g of CO2 for a 5-mi trip” mean anything? Toward more effective presentation of CO2 Information. In: 90th Annual Meeting of the Transportation Research Board (2011) Waygood, E.O.D., Avineri, E.: Does “500 g of CO2 for a 5-mi trip” mean anything? Toward more effective presentation of CO2 Information. In: 90th Annual Meeting of the Transportation Research Board (2011)
Zurück zum Zitat Zeelenberg, M.: Anticipated regret, expected feedback and behavioral decision making. J. Behav. Decis. Making 12, 93–106 (1999)CrossRef Zeelenberg, M.: Anticipated regret, expected feedback and behavioral decision making. J. Behav. Decis. Making 12, 93–106 (1999)CrossRef
Zurück zum Zitat Zeelenberg, M., Beattie, J., Van der Pligt, J., De Vries, N.K.: Consequences of regret aversion: effects of expected feedback on risky decision making. Organ. Behav. Hum. Decis. Process. 65, 148–158 (1996)CrossRef Zeelenberg, M., Beattie, J., Van der Pligt, J., De Vries, N.K.: Consequences of regret aversion: effects of expected feedback on risky decision making. Organ. Behav. Hum. Decis. Process. 65, 148–158 (1996)CrossRef
Metadaten
Titel
“If only I had taken the other road...”: Regret, risk and reinforced learning in informed route-choice
verfasst von
Eran Ben-Elia
Robert Ishaq
Yoram Shiftan
Publikationsdatum
01.02.2013
Verlag
Springer US
Erschienen in
Transportation / Ausgabe 2/2013
Print ISSN: 0049-4488
Elektronische ISSN: 1572-9435
DOI
https://doi.org/10.1007/s11116-012-9426-5

Weitere Artikel der Ausgabe 2/2013

Transportation 2/2013 Zur Ausgabe

    Premium Partner