Skip to main content
Erschienen in: Transportation 3/2011

01.05.2011

Generating twins to build weekly time use data from multiple single day OD surveys

verfasst von: Marcela Munizaga, Sergio Jara-Díaz, Javiera Olguín, Jorge Rivera

Erschienen in: Transportation | Ausgabe 3/2011

Einloggen

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

search-config
loading …

Abstract

Origin-Destination surveys, which are regularly conducted in many cities (to calibrate transport models), contain indirect information on individual time use that can be recovered through the declared trip purpose. Although this data source is very rich, it has two limitations for the calibration of time use models: the level of disaggregation regarding time use is constrained by the definition of trip purposes, and the information gathered on different time periods is usually obtained from different individuals. In this paper we propose a new method to overcome the second limitation, transforming the original daily observations into individual-weeks. For every working day observation we build Saturday and Sunday “twins” as a convex combination of observed weekend individuals such that the distance between the attributes of the working day individual and the synthetic twin is minimized. We applied this procedure to the Santiago OD survey, and generated a database of weekly observations particularly rich for model calibration and segmentation.

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!

Fußnoten
1
There are a few travel surveys containing weekly data, as the panels reported by Axhausen et al. (2002) and Löchl et al. (2005) where a reduced number of individuals are observed during several weeks, and the early data collected in Upsala (Hanson and Burnett, 1981; Hanson and Hanson, 1981). Most of the large datasets regarding time use contain daily information only.
 
Literatur
Zurück zum Zitat Abadie, A., Imbens, G.: Large sample properties of matching estimators for average treatment effects. Econometrica 74(1), 235–267 (2006)CrossRef Abadie, A., Imbens, G.: Large sample properties of matching estimators for average treatment effects. Econometrica 74(1), 235–267 (2006)CrossRef
Zurück zum Zitat Axhausen, K., Zimmermann, A., Schönfelder, S., Rindsfüser, G., Haupt, T.: Observing the rhythms of daily life: a six-week travel diary. Transportation 29(2), 95–124 (2002)CrossRef Axhausen, K., Zimmermann, A., Schönfelder, S., Rindsfüser, G., Haupt, T.: Observing the rhythms of daily life: a six-week travel diary. Transportation 29(2), 95–124 (2002)CrossRef
Zurück zum Zitat Axhausen, K., Gärling, T.: Activity-based approaches to travel analysis: conceptual frameworks, models, and research problems. Transp. Rev. 12(4), 323–341 (1992)CrossRef Axhausen, K., Gärling, T.: Activity-based approaches to travel analysis: conceptual frameworks, models, and research problems. Transp. Rev. 12(4), 323–341 (1992)CrossRef
Zurück zum Zitat Bhat, C., Koppelman, F.: A structural and empirical model of subsistence activity behavior and income. Transportation 21(1), 71–89 (1994)CrossRef Bhat, C., Koppelman, F.: A structural and empirical model of subsistence activity behavior and income. Transportation 21(1), 71–89 (1994)CrossRef
Zurück zum Zitat Bhat, C., Misra, R.: Discretionary activity time allocation of individuals between in-home and out-of-home and between weekdays and weekends. Transportation 26(2), 193–209 (1999)CrossRef Bhat, C., Misra, R.: Discretionary activity time allocation of individuals between in-home and out-of-home and between weekdays and weekends. Transportation 26(2), 193–209 (1999)CrossRef
Zurück zum Zitat Chen, C., Mohktarian, P.: Tradeoffs between time allocations to maintenance activities/travel and discretionary activities/travel. Transportation 33(3), 223–240 (2006)CrossRef Chen, C., Mohktarian, P.: Tradeoffs between time allocations to maintenance activities/travel and discretionary activities/travel. Transportation 33(3), 223–240 (2006)CrossRef
Zurück zum Zitat Deville, J.C., Särndal, C.E.: Variance estimation for the regression imputed Horvitz-Thompson estimator. J. Off. Stat. 10(4), 381–394 (1994) Deville, J.C., Särndal, C.E.: Variance estimation for the regression imputed Horvitz-Thompson estimator. J. Off. Stat. 10(4), 381–394 (1994)
Zurück zum Zitat DICTUC: Actualización de encuestas Origen Destino de viajes, V Etapa. Informe Final a Sectra, Santiago (2003) DICTUC: Actualización de encuestas Origen Destino de viajes, V Etapa. Informe Final a Sectra, Santiago (2003)
Zurück zum Zitat Ford, B.L.: An overview of hot-deck procedures, dans incomplete data in sample surveys. In: Madow, W.G., Olkin, I., Rubin, D.B. (eds.) Vol II: theory and bibliographies, pp. 185–206. Academic Press, New York (1983) Ford, B.L.: An overview of hot-deck procedures, dans incomplete data in sample surveys. In: Madow, W.G., Olkin, I., Rubin, D.B. (eds.) Vol II: theory and bibliographies, pp. 185–206. Academic Press, New York (1983)
Zurück zum Zitat Hanson, S., Burnett, K.O.: Understanding complex travel behavior: measurement issues. In: Stopher, P.R., Meyburg, A.H., Brög, W. (eds.) New horizons in travel-behaviour research, pp. 207–230. Croom Helm, New York (1981) Hanson, S., Burnett, K.O.: Understanding complex travel behavior: measurement issues. In: Stopher, P.R., Meyburg, A.H., Brög, W. (eds.) New horizons in travel-behaviour research, pp. 207–230. Croom Helm, New York (1981)
Zurück zum Zitat Hanson, S., Hanson, P.: The impact of married women’s employment on household travel patterns: a Swedish example. Transportation 10(2), 165–183 (1981)CrossRef Hanson, S., Hanson, P.: The impact of married women’s employment on household travel patterns: a Swedish example. Transportation 10(2), 165–183 (1981)CrossRef
Zurück zum Zitat Heckman, J., Vytlacil, E.J.: Econometric evaluation of social programs 6. In: Heckman, J., Leamer, E. (eds.) Handbook of econometrics. North Holland, Amsterdam (2006) Heckman, J., Vytlacil, E.J.: Econometric evaluation of social programs 6. In: Heckman, J., Leamer, E. (eds.) Handbook of econometrics. North Holland, Amsterdam (2006)
Zurück zum Zitat Hirsh, M., Prashkea, J., Ben-Akiva, M.: Dynamic model of weekly activity pattern. Transp. Sci. 20(1), 24–36 (1986)CrossRef Hirsh, M., Prashkea, J., Ben-Akiva, M.: Dynamic model of weekly activity pattern. Transp. Sci. 20(1), 24–36 (1986)CrossRef
Zurück zum Zitat Hubert, J.P., Armoogum, J., Axhausen, K.W., Madre, J.L.: Immobility and mobility seen through trip based versus time use surveys. Transp. Rev. 28(5), 641–658 (2008)CrossRef Hubert, J.P., Armoogum, J., Axhausen, K.W., Madre, J.L.: Immobility and mobility seen through trip based versus time use surveys. Transp. Rev. 28(5), 641–658 (2008)CrossRef
Zurück zum Zitat Imbens, G.: Nonparametric estimation of average treatment effects under exogeneity: a review. Rev. Econ. Stat. 86(1), 4–29 (2004)CrossRef Imbens, G.: Nonparametric estimation of average treatment effects under exogeneity: a review. Rev. Econ. Stat. 86(1), 4–29 (2004)CrossRef
Zurück zum Zitat Jara-Díaz, S.R., Munizaga, M., Greeven, P., Guerra, R., Axhausen, K.: Estimating the value of leisure from a time allocation model. Transp. Res. B 42(10), 946–957 (2008)CrossRef Jara-Díaz, S.R., Munizaga, M., Greeven, P., Guerra, R., Axhausen, K.: Estimating the value of leisure from a time allocation model. Transp. Res. B 42(10), 946–957 (2008)CrossRef
Zurück zum Zitat Jara-Díaz, S.R., Munizaga, M., Olguín, J.: (2010) Understanding the value of work behind time allocation patterns: the case of Chilean workers. Working paper, División Ingeniería de Transporte, Departamento de Ingeniería Civil, Universidad de Chile Jara-Díaz, S.R., Munizaga, M., Olguín, J.: (2010) Understanding the value of work behind time allocation patterns: the case of Chilean workers. Working paper, División Ingeniería de Transporte, Departamento de Ingeniería Civil, Universidad de Chile
Zurück zum Zitat Jones, P., Koppelman, F., Orfeuil, J.: Activity analysis: state-of-the-art and future directions. In: Jones, P. (ed.) Development in dynamic and activity-based approaches to travel analysis, pp. 34–55. Gower Publishing Company, Aldershot (1990) Jones, P., Koppelman, F., Orfeuil, J.: Activity analysis: state-of-the-art and future directions. In: Jones, P. (ed.) Development in dynamic and activity-based approaches to travel analysis, pp. 34–55. Gower Publishing Company, Aldershot (1990)
Zurück zum Zitat Kato, H., Matsumoto, M.: Intra-household interaction in a nuclear family: a utility-maximizing approach. Transp. Res. B 43(2), 191–203 (2009)CrossRef Kato, H., Matsumoto, M.: Intra-household interaction in a nuclear family: a utility-maximizing approach. Transp. Res. B 43(2), 191–203 (2009)CrossRef
Zurück zum Zitat Kitamura, R.: A model of daily allocation to out-of-home activities and trips. Transp. Res. B 18(3), 255–266 (1984)CrossRef Kitamura, R.: A model of daily allocation to out-of-home activities and trips. Transp. Res. B 18(3), 255–266 (1984)CrossRef
Zurück zum Zitat Kitamura, R.: An evaluation of activity-based travel analysis. Transportation 15(1–2), 9–34 (1988) Kitamura, R.: An evaluation of activity-based travel analysis. Transportation 15(1–2), 9–34 (1988)
Zurück zum Zitat Kitamura, R., Yamamoto, T., Fuji, S., Sampath, S.: A discrete-continuos analysis of time allocation to two types of discretionary activities which accounts for unobserved heterogeneity. In: Lesort, J.B. (ed.) Transportation and traffic theory, pp. 431–453. Pergamin Press, Oxford (1996) Kitamura, R., Yamamoto, T., Fuji, S., Sampath, S.: A discrete-continuos analysis of time allocation to two types of discretionary activities which accounts for unobserved heterogeneity. In: Lesort, J.B. (ed.) Transportation and traffic theory, pp. 431–453. Pergamin Press, Oxford (1996)
Zurück zum Zitat Krell, R., Rau, T., Rivera, J.: An optimization-based matching procedure. Working Paper No 279, Departamento de Economía, Universidad de Chile (2008) Krell, R., Rau, T., Rivera, J.: An optimization-based matching procedure. Working Paper No 279, Departamento de Economía, Universidad de Chile (2008)
Zurück zum Zitat Kruskal, W.H., Wallis, W.A.: Use of ranks in one-criterion variance analysis. J. Am. Stat. Assoc. 47(260), 583–621 (1952)CrossRef Kruskal, W.H., Wallis, W.A.: Use of ranks in one-criterion variance analysis. J. Am. Stat. Assoc. 47(260), 583–621 (1952)CrossRef
Zurück zum Zitat Löchl, M., Axhausen, K.W., Schönfelder, S.: Analysing Swiss longitudinal travel data. In: Paper Presented at the Fifth Swiss Transport Research Conference, Ascona, March 2005 Löchl, M., Axhausen, K.W., Schönfelder, S.: Analysing Swiss longitudinal travel data. In: Paper Presented at the Fifth Swiss Transport Research Conference, Ascona, March 2005
Zurück zum Zitat Lu, X., Pas, E.: Socio-demographics, activity participation and travel behavior. Transp. Res. A 33(1), 1–18 (1999)CrossRef Lu, X., Pas, E.: Socio-demographics, activity participation and travel behavior. Transp. Res. A 33(1), 1–18 (1999)CrossRef
Zurück zum Zitat Madre, J.L., Axhausen, K.W., Brög, W.: Immobility in travel diary surveys. Transportation 34(1), 107–128 (2007)CrossRef Madre, J.L., Axhausen, K.W., Brög, W.: Immobility in travel diary surveys. Transportation 34(1), 107–128 (2007)CrossRef
Zurück zum Zitat Meloni, I., Guala, L., Loddo, A.: Time allocation to discretionary in home, out of home activities and to trips. Transportation 31(1), 69–96 (2004)CrossRef Meloni, I., Guala, L., Loddo, A.: Time allocation to discretionary in home, out of home activities and to trips. Transportation 31(1), 69–96 (2004)CrossRef
Zurück zum Zitat Meloni, I., Spissu, E., Bez, M.: A model of the dynamic process of time allocation to discretionary activities. Transp. Sci. 41(1), 15–25 (2007)CrossRef Meloni, I., Spissu, E., Bez, M.: A model of the dynamic process of time allocation to discretionary activities. Transp. Sci. 41(1), 15–25 (2007)CrossRef
Zurück zum Zitat Minnen, J., Glorieux, I.: Two days a week? A comparison of the quality of time-use data from 2-day diaries, 7-day diaries and a weekly work grid. Presented at the Second Time Use Observatory Workshop, Jahuel, Chile, March 2010 Minnen, J., Glorieux, I.: Two days a week? A comparison of the quality of time-use data from 2-day diaries, 7-day diaries and a weekly work grid. Presented at the Second Time Use Observatory Workshop, Jahuel, Chile, March 2010
Zurück zum Zitat Mohktarian, P., Chen, C.: TTB or not TTB, that is the question: a review and analysis of the empirical literature on travel time (and money) budgets. Transp. Res. A 38(9–10), 643–675 (2004) Mohktarian, P., Chen, C.: TTB or not TTB, that is the question: a review and analysis of the empirical literature on travel time (and money) budgets. Transp. Res. A 38(9–10), 643–675 (2004)
Zurück zum Zitat Munizaga, M., Jara-Díaz, S.R., Greeven, P., Bhat, C.: Econometric calibration of the joint time assignment-mode choice model. Transp. Sci. 42(2), 208–219 (2008)CrossRef Munizaga, M., Jara-Díaz, S.R., Greeven, P., Bhat, C.: Econometric calibration of the joint time assignment-mode choice model. Transp. Sci. 42(2), 208–219 (2008)CrossRef
Zurück zum Zitat Munshi, K.: Urban passenger travel demand estimation: a household activity approach. Transp. Res. A 27(6), 423–432 (1993) Munshi, K.: Urban passenger travel demand estimation: a household activity approach. Transp. Res. A 27(6), 423–432 (1993)
Zurück zum Zitat Pfeffermann, D., Rao, C.R.: Handbook of Statistics, Sample Surveys: Design, Methods and Applications, Chapter 10, vol. 29A. Elsevier, Amsterdam (2009) Pfeffermann, D., Rao, C.R.: Handbook of Statistics, Sample Surveys: Design, Methods and Applications, Chapter 10, vol. 29A. Elsevier, Amsterdam (2009)
Zurück zum Zitat Rosenbaum, P.R., Rubin, D.R.: The central role of the propensity score in observational studies for causal effects. Biometrika 70(1), 41–55 (1983)CrossRef Rosenbaum, P.R., Rubin, D.R.: The central role of the propensity score in observational studies for causal effects. Biometrika 70(1), 41–55 (1983)CrossRef
Zurück zum Zitat Spissu, E., Pinjari, A.R., Bhat, C.R., Pendyala, R.M., Axhausen, K.W.: An analysis of weekly out-of-home discretionary activity participation and time-use behavior. Transportation 36(5), 483–510 (2009)CrossRef Spissu, E., Pinjari, A.R., Bhat, C.R., Pendyala, R.M., Axhausen, K.W.: An analysis of weekly out-of-home discretionary activity participation and time-use behavior. Transportation 36(5), 483–510 (2009)CrossRef
Zurück zum Zitat Srinivasan, S., Bhat, C.R.: A multiple discrete-continuous model for independent- and joint-discretionary-activity participation decision. Transportation 33(5), 497–515 (2006)CrossRef Srinivasan, S., Bhat, C.R.: A multiple discrete-continuous model for independent- and joint-discretionary-activity participation decision. Transportation 33(5), 497–515 (2006)CrossRef
Metadaten
Titel
Generating twins to build weekly time use data from multiple single day OD surveys
verfasst von
Marcela Munizaga
Sergio Jara-Díaz
Javiera Olguín
Jorge Rivera
Publikationsdatum
01.05.2011
Verlag
Springer US
Erschienen in
Transportation / Ausgabe 3/2011
Print ISSN: 0049-4488
Elektronische ISSN: 1572-9435
DOI
https://doi.org/10.1007/s11116-010-9311-z

Weitere Artikel der Ausgabe 3/2011

Transportation 3/2011 Zur Ausgabe

    Premium Partner