Skip to main content
Top

2016 | OriginalPaper | Chapter

A Personalised Recommender System for Tourists on City Trips: Concepts and Implementation

Authors : Petr Aksenov, Astrid Kemperman, Theo Arentze

Published in: Intelligent Interactive Multimedia Systems and Services 2016

Publisher: Springer International Publishing

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

In this paper we introduce a new recommender system for urban tourists. The goal of the system is to enrich tourists’ experience by offering them personalised tour recommendations tailored to their dynamic user profiles. Particular attention in the proposed approach is paid to the influence of basic leisure needs of an individual, which include new experiences, entertainment, being in open area, relaxation, physical exercise, and socialising, on the tour composition. These needs tend to be dynamic and give rise to saturation effects and variety seeking behaviour. The system is developed as part of the larger c-Space framework, in which a number of technologies, such as projective augmented reality, a newly proposed near real-time 4D dynamic scene reconstruction, and affective computing, are brought together and used to enrich experiences of users in their interactions with built environments. The paper describes the main concepts of the recommender system and its implementation in the specified context of the city of Trento, Italy.

Dont have a licence yet? Then find out more about our products and how to get one now:

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!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Footnotes
1
Note that the sequence in which activities are selected does not necessarily define the sequence in which they are going to be conducted.
 
Literature
1.
go back to reference Kabassi, K.: Review: personalizing Recommendations for Tourists. Telematics Inform. 27(1), 51–66 (2010)CrossRef Kabassi, K.: Review: personalizing Recommendations for Tourists. Telematics Inform. 27(1), 51–66 (2010)CrossRef
2.
go back to reference Felfernig, A., Gordea, S., Kannach, D., Teppan, E., Zanker, M.: A short survey of recommendation technologies in travel and tourism. OEGAI J. 25(7), 17–22 (2007) Felfernig, A., Gordea, S., Kannach, D., Teppan, E., Zanker, M.: A short survey of recommendation technologies in travel and tourism. OEGAI J. 25(7), 17–22 (2007)
3.
go back to reference Tsai, C.-Y., Chung, S.-H.: A personalized route recommendation service for theme parks using RFID information and tourist behavior. Decis. Support Syst. 52(2), 514–527 (2012)CrossRef Tsai, C.-Y., Chung, S.-H.: A personalized route recommendation service for theme parks using RFID information and tourist behavior. Decis. Support Syst. 52(2), 514–527 (2012)CrossRef
4.
go back to reference Batet, M., Moreno, A., Sánchez, D., Isern, D., Valls, A.: Turist@: agent-based personalised recommendation of tourist activities. Expert Syst. Appl. 39(8), 7319–7329 (2012)CrossRef Batet, M., Moreno, A., Sánchez, D., Isern, D., Valls, A.: Turist@: agent-based personalised recommendation of tourist activities. Expert Syst. Appl. 39(8), 7319–7329 (2012)CrossRef
5.
go back to reference Liu, L., Xu, J., Liao, S.S., Chen, H.: A real-time personalized route recommendation system for self-drive tourists based on vehicle to vehicle communication. Expert Syst. Appl. 41(7), 3409–3417 (2014)CrossRef Liu, L., Xu, J., Liao, S.S., Chen, H.: A real-time personalized route recommendation system for self-drive tourists based on vehicle to vehicle communication. Expert Syst. Appl. 41(7), 3409–3417 (2014)CrossRef
6.
go back to reference Nijland, L., Arentze, T.A., Timmermans, H.J.P.: Eliciting the needs that underlie activity-travel patterns and their covariance structure. Transp. Res. Rec. 2157, 54–62 (2010)CrossRef Nijland, L., Arentze, T.A., Timmermans, H.J.P.: Eliciting the needs that underlie activity-travel patterns and their covariance structure. Transp. Res. Rec. 2157, 54–62 (2010)CrossRef
7.
go back to reference Arentze, T., Timmermans, H.: A need-based model of multi-day, multi-person activity generation. Transp. Res. Part B: Methodological 43(2), 251–265 (2009)CrossRef Arentze, T., Timmermans, H.: A need-based model of multi-day, multi-person activity generation. Transp. Res. Part B: Methodological 43(2), 251–265 (2009)CrossRef
8.
go back to reference Dellaert, B.G.C., Arentze, T.A., Horeni, O.: Tourists’ mental representations of complex travel decision problems. J. Travel Res. 53, 3–11 (2014)CrossRef Dellaert, B.G.C., Arentze, T.A., Horeni, O.: Tourists’ mental representations of complex travel decision problems. J. Travel Res. 53, 3–11 (2014)CrossRef
9.
go back to reference Simoes, B., Aksenov, P., Santos, P., Arentze, T.: C-Space: fostering new creative paradigms based on recording and sharing “casual” videos through the internet. In: 2015 IEEE International Conference on Multimedia & Expo Workshops (ICMEW), p. 4, June 29 2015–July 3 2015 Simoes, B., Aksenov, P., Santos, P., Arentze, T.: C-Space: fostering new creative paradigms based on recording and sharing “casual” videos through the internet. In: 2015 IEEE International Conference on Multimedia & Expo Workshops (ICMEW), p. 4, June 29 2015–July 3 2015
11.
go back to reference Arentze, T.A.: LATUS: a dynamic model for leisure activity-travel utility simulation. In: Proceedings the 94th Annual TRB Meeting, p. 19 (2015) Arentze, T.A.: LATUS: a dynamic model for leisure activity-travel utility simulation. In: Proceedings the 94th Annual TRB Meeting, p. 19 (2015)
12.
go back to reference Arentze, T.A., Ettema, D., Timmermans, H.J.P.: Incorporating time and income constraints in dynamic agent-based models of activity generation and time use: Approach and illustration. Transp. Res. Part C 18, 71–83 (2010)CrossRef Arentze, T.A., Ettema, D., Timmermans, H.J.P.: Incorporating time and income constraints in dynamic agent-based models of activity generation and time use: Approach and illustration. Transp. Res. Part C 18, 71–83 (2010)CrossRef
13.
go back to reference Kemperman, A.D.A.M., Aksenov, P., Arentze, T.A.: Measuring dynamic needs and preferences for recommending personalized tourist routes. In: Proceedings 22nd Recent Advances in Retailing and Consumer Science Conference. Montreal, Canada (2015) Kemperman, A.D.A.M., Aksenov, P., Arentze, T.A.: Measuring dynamic needs and preferences for recommending personalized tourist routes. In: Proceedings 22nd Recent Advances in Retailing and Consumer Science Conference. Montreal, Canada (2015)
Metadata
Title
A Personalised Recommender System for Tourists on City Trips: Concepts and Implementation
Authors
Petr Aksenov
Astrid Kemperman
Theo Arentze
Copyright Year
2016
DOI
https://doi.org/10.1007/978-3-319-39345-2_46

Premium Partner