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Published in: Computing 5/2020

29-01-2020

Characterizing user behavior in journey planning

Authors: Ludovico Boratto, Matteo Manca, Giuseppe Lugano, Marián Gogola

Published in: Computing | Issue 5/2020

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Abstract

Journey planners support users in the organization of their trips, by presenting them results with multimodal solutions. While the benefits for the users are straightforward, other stakeholders (such as transport operators and planners) might benefit from understanding how users behave. In this paper, we analyze and characterize user behavior in journey planners, with the aim of getting insights from different perspectives (namely, trip search and both sorting and selection actions related to trip options). Our results show that, in order to characterize user behavior, multiple perspectives have to be taken into account, and that users speaking different languages behave differently.

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Footnotes
2
In this paper, we will use the terms “journey” and “trip” interchangeably.
 
3
Both departure and arrival locations can be constituted of a specific address, thus indicating a door-to-door trip.
 
6
With this term, we refer to those who select English in the RouteRANK platform.
 
7
Note that the sum of the elements is not 103 because the same journey can be sorted and selected by multiple (not corresponding) criteria. For instance, a search \(s_1\) may be sorted by (Price, Duration), while the selected journey is the one with lowest (departureTime, arrivalTime). In this case this single journey will appear four times in the plot, as: Price-departureTime, Price-arrivalTime, duration-departureTime and duration-arrivalTime.
 
Literature
1.
go back to reference Agrawal R, Srikant R (1998) Readings in database systems, 3rd edn. chap. Fast algorithms for mining association rules, pp 580–592. Morgan Kaufmann Publishers Inc., San Francisco, CA, USA Agrawal R, Srikant R (1998) Readings in database systems, 3rd edn. chap. Fast algorithms for mining association rules, pp 580–592. Morgan Kaufmann Publishers Inc., San Francisco, CA, USA
2.
go back to reference Aguinis H, Forcum LE, Joo H (2013) Using market basket analysis in management research. J Manag 39(7):1799–1824 Aguinis H, Forcum LE, Joo H (2013) Using market basket analysis in management research. J Manag 39(7):1799–1824
3.
go back to reference Calabrese F, Diao M, Di Lorenzo G, Ferreira J, Ratti C (2013) Understanding individual mobility patterns from urban sensing data: a mobile phone trace example. Transp Res Part C Emerg Technol 26:301–313CrossRef Calabrese F, Diao M, Di Lorenzo G, Ferreira J, Ratti C (2013) Understanding individual mobility patterns from urban sensing data: a mobile phone trace example. Transp Res Part C Emerg Technol 26:301–313CrossRef
4.
go back to reference Chen JV, Ross WH, Yen DC, Akhapon L (2009) The effect of types of banner ad, web localization, and customer involvement on internet users’ attitudes. Cyberpsychol Behav Soc Netw 12(1):71–73CrossRef Chen JV, Ross WH, Yen DC, Akhapon L (2009) The effect of types of banner ad, web localization, and customer involvement on internet users’ attitudes. Cyberpsychol Behav Soc Netw 12(1):71–73CrossRef
5.
go back to reference Cheung P, Sengupta U (2016) Analysis of journey planner apps and best practice features. Tech. Rep. 12.6.1, Manchester School of Architecture, Manchester Cheung P, Sengupta U (2016) Analysis of journey planner apps and best practice features. Tech. Rep. 12.6.1, Manchester School of Architecture, Manchester
6.
go back to reference Codina V, Mena J, Oliva L (2015) Context-aware user modeling strategies for journey plan recommendation. In: 23rd International conference on user modeling, adaptation and personalization, UMAP 2015, Dublin, Ireland, June 29–July 3, 2015. Proceedings, Lecture Notes in Computer Science, vol 9146, pp 68–79. Springer. https://doi.org/10.1007/978-3-319-20267-9_6 Codina V, Mena J, Oliva L (2015) Context-aware user modeling strategies for journey plan recommendation. In: 23rd International conference on user modeling, adaptation and personalization, UMAP 2015, Dublin, Ireland, June 29–July 3, 2015. Proceedings, Lecture Notes in Computer Science, vol 9146, pp 68–79. Springer. https://​doi.​org/​10.​1007/​978-3-319-20267-9_​6
8.
go back to reference Esztergár-Kiss D, Csiszár C (2015) Evaluation of multimodal journey planners and definition of service levels. Int J Intell Transp Syst Res 13(3):154–165 Esztergár-Kiss D, Csiszár C (2015) Evaluation of multimodal journey planners and definition of service levels. Int J Intell Transp Syst Res 13(3):154–165
9.
go back to reference Esztergár-Kiss D (2016) Optimization of multimodal travel chains. Ph.D. thesis, Budapest University of Technology and Economics, Kandó Kálmán Doctoral School Esztergár-Kiss D (2016) Optimization of multimodal travel chains. Ph.D. thesis, Budapest University of Technology and Economics, Kandó Kálmán Doctoral School
10.
go back to reference González MC, Hidalgo CA, Barabási A-L (2008) Understanding individual human mobility patterns. Nature 453(7196):779 CrossRef González MC, Hidalgo CA, Barabási A-L (2008) Understanding individual human mobility patterns. Nature 453(7196):779 CrossRef
11.
go back to reference Goulias KG (2018) Travel behavior models. In: Handbook of behavioral and cognitive geography, chap. 5, pp 56–73. Edward Elgar Publishing Limited, USA Goulias KG (2018) Travel behavior models. In: Handbook of behavioral and cognitive geography, chap. 5, pp 56–73. Edward Elgar Publishing Limited, USA
12.
go back to reference Humphreys L, Pape TV, Karnowski V (2013) Evolving mobile media: uses and conceptualizations of the mobile internet. J Comput Mediat Commun 18:491–507CrossRef Humphreys L, Pape TV, Karnowski V (2013) Evolving mobile media: uses and conceptualizations of the mobile internet. J Comput Mediat Commun 18:491–507CrossRef
13.
go back to reference Jakob M, Hrncir J, Oliva L, Ronzano F, Zilecky P, Finnegan J (2014) Personalized fully multimodal journey planner. In: Proceedings of the twenty-first European conference on artificial intelligence, ECAI’14, pp 1225–1226. IOS Press, Amsterdam, The Netherlands, The Netherlands Jakob M, Hrncir J, Oliva L, Ronzano F, Zilecky P, Finnegan J (2014) Personalized fully multimodal journey planner. In: Proceedings of the twenty-first European conference on artificial intelligence, ECAI’14, pp 1225–1226. IOS Press, Amsterdam, The Netherlands, The Netherlands
14.
go back to reference Karadimce A, Lugano G, Cornet Y (2018) Modelling the quality of user-perceived travel experience. In: 1st International conference applied computer technologies (ACT 2018), pp 142–148 Karadimce A, Lugano G, Cornet Y (2018) Modelling the quality of user-perceived travel experience. In: 1st International conference applied computer technologies (ACT 2018), pp 142–148
15.
go back to reference Katona G, Juhász J (2017) User habits and multimodal route planning. Prod Eng Arch 16:22–27CrossRef Katona G, Juhász J (2017) User habits and multimodal route planning. Prod Eng Arch 16:22–27CrossRef
16.
go back to reference Kováčiková T, Lugano G, Pourhashem G (2018) From travel time and cost savings to value of mobility. In: Reliability and statistics in transportation and communication. Springer International Publishing, Cham, pp 35–43 Kováčiková T, Lugano G, Pourhashem G (2018) From travel time and cost savings to value of mobility. In: Reliability and statistics in transportation and communication. Springer International Publishing, Cham, pp 35–43
17.
go back to reference Lanzendorf M (2002) Mobility styles and travel behavior: application of a lifestyle approach to leisure travel. Transp Res Rec 1807(1):163–173CrossRef Lanzendorf M (2002) Mobility styles and travel behavior: application of a lifestyle approach to leisure travel. Transp Res Rec 1807(1):163–173CrossRef
18.
go back to reference Lugano G, Kurillova Z, Hudák M, Pourhashem G (2019) Beyond travel time savings: conceptualizing and modelling the individual value proposition of mobility. In: Data analytics: paving the way to sustainable urban mobility. Springer International Publishing, Cham, pp 714–721 Lugano G, Kurillova Z, Hudák M, Pourhashem G (2019) Beyond travel time savings: conceptualizing and modelling the individual value proposition of mobility. In: Data analytics: paving the way to sustainable urban mobility. Springer International Publishing, Cham, pp 714–721
19.
go back to reference Manca M, Boratto L, Roman VM, i Gallissà OM, Kaltenbrunner A (2017) Using social media to characterize urban mobility patterns: state-of-the-art survey and case-study. Online Soc Netw Media 1:56–69CrossRef Manca M, Boratto L, Roman VM, i Gallissà OM, Kaltenbrunner A (2017) Using social media to characterize urban mobility patterns: state-of-the-art survey and case-study. Online Soc Netw Media 1:56–69CrossRef
20.
go back to reference Mohamad I, Usman D (2013) Standardization and its effects on k-means clustering algorithm. Res J Appl Sci Eng Technol 6:3299–3303CrossRef Mohamad I, Usman D (2013) Standardization and its effects on k-means clustering algorithm. Res J Appl Sci Eng Technol 6:3299–3303CrossRef
21.
go back to reference Nagy E, Csiszar C (2018) Revealing influencing factors of check-in time in air transportation. Acta Polytech Hung 17:225–243 Nagy E, Csiszar C (2018) Revealing influencing factors of check-in time in air transportation. Acta Polytech Hung 17:225–243
22.
go back to reference Osadchiy T, Poliakov I, Olivier P, Rowland M, Foster E (2019) Recommender system based on pairwise association rules. Expert Syst Appl 115:535–542CrossRef Osadchiy T, Poliakov I, Olivier P, Rowland M, Foster E (2019) Recommender system based on pairwise association rules. Expert Syst Appl 115:535–542CrossRef
23.
go back to reference Pan B, Zhang L, Smith K (2011) A mixed-method study of user behavior and usability on an online travel agency. J IT Tour 13(4):353–364 Pan B, Zhang L, Smith K (2011) A mixed-method study of user behavior and usability on an online travel agency. J IT Tour 13(4):353–364
24.
go back to reference Schrammel J, Prost S, Mattheiss EE, Bothos E, Tscheligi M (2015) Using individual and collaborative challenges in behavior change support systems: findings from a two-month field trial of a trip planner application. In: 10th International conference on persuasive technology, PERSUASIVE 2015, Chicago, IL, USA, June 3–5, 2015, Proceedings, Lecture Notes in Computer Science, vol 9072, pp 160–171. Springer Schrammel J, Prost S, Mattheiss EE, Bothos E, Tscheligi M (2015) Using individual and collaborative challenges in behavior change support systems: findings from a two-month field trial of a trip planner application. In: 10th International conference on persuasive technology, PERSUASIVE 2015, Chicago, IL, USA, June 3–5, 2015, Proceedings, Lecture Notes in Computer Science, vol 9072, pp 160–171. Springer
25.
go back to reference Sierpiński G, Staniek M (2017) Heuristic approach in a multimodal travel planner to support local authorities in urban traffic management. Transp Res Proc 27:640–647 (20th EURO Working Group on Transportation Meeting, EWGT 2017, 4–6 September 2017, Budapest, Hungary)CrossRef Sierpiński G, Staniek M (2017) Heuristic approach in a multimodal travel planner to support local authorities in urban traffic management. Transp Res Proc 27:640–647 (20th EURO Working Group on Transportation Meeting, EWGT 2017, 4–6 September 2017, Budapest, Hungary)CrossRef
26.
go back to reference Sourlas D, Nathanail E (2019) A thorough review and analysis of journey planners. In: Data analytics: paving the way to sustainable urban mobility. Springer International Publishing, Cham, pp 690–697 Sourlas D, Nathanail E (2019) A thorough review and analysis of journey planners. In: Data analytics: paving the way to sustainable urban mobility. Springer International Publishing, Cham, pp 690–697
27.
go back to reference Vargas A, Weffers H, da Rocha HV (2011) Analyzing user interaction logs to evaluate the usability of web applications. In: 2011 3rd Symposium on Web Society, pp 61–67 Vargas A, Weffers H, da Rocha HV (2011) Analyzing user interaction logs to evaluate the usability of web applications. In: 2011 3rd Symposium on Web Society, pp 61–67
28.
go back to reference Zografos KG, Androutsopoulos KN, Apospori E (2012) User acceptance and willingness to pay for the use of multimodal trip planning systems. Proc Soc Behav Sci 48:2405–2414 (Transport Research Arena 2012)CrossRef Zografos KG, Androutsopoulos KN, Apospori E (2012) User acceptance and willingness to pay for the use of multimodal trip planning systems. Proc Soc Behav Sci 48:2405–2414 (Transport Research Arena 2012)CrossRef
Metadata
Title
Characterizing user behavior in journey planning
Authors
Ludovico Boratto
Matteo Manca
Giuseppe Lugano
Marián Gogola
Publication date
29-01-2020
Publisher
Springer Vienna
Published in
Computing / Issue 5/2020
Print ISSN: 0010-485X
Electronic ISSN: 1436-5057
DOI
https://doi.org/10.1007/s00607-019-00775-8

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