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Acadlore takes over the publication of IJTDI from 2025 Vol. 9, No. 4. The preceding volumes were published under a CC BY 4.0 license by the previous owner, and displayed here as agreed between Acadlore and the previous owner. ✯ : This issue/volume is not published by Acadlore.

Open Access
Research article

A Decision Support System for Trip Tourism Recommendation

patrizia beraldi1,
annarita de maio1,
filomena olivito2,
giuseppe potrino1,
immacolata straface3,
antonio violi4
1
Department of Mechanical, Energy and Management Engineering, University of Calabria, Italy
2
Eurora.s.a.s., Rende, Italy
3
Valuetech s.r.l., Rende, Italy
4
University of Sannio, Benevento, Italy
International Journal of Transport Development and Integration
|
Volume 5, Issue 1, 2021
|
Pages 69-80
Received: N/A,
Revised: N/A,
Accepted: N/A,
Available online: N/A
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Abstract:

The rapid growth in the use of recommendation systems in the tourism sector is mainly related to the possibility to access updated data deriving from social networks, thus providing more appropriate and personalized suggestions. The paper presents a tourist trip recommendation system that suggests personalized itineraries defined as sequence of point of interest (PoI) to visit. The system core integrates two software modules: a neural network and an optimization engine. For every pair user-PoI typology, the neural network provides, on the basis of the analysis of the social media data, a score between 0 and 1. These latter values are then used as input parameters for a routing optimization problem that suggests the itinerary by considering additional restriction, as, for example, time windows, budget and time limitations, specified by the end user. Being a computational demanding problem, the model solution is carried out by applying a heuristic approach that is proven to provide high-quality solution in a limited amount of time.

Keywords: Social media, neural network, Routing problem

Data Availability

The data used to support the findings of this study are available from the corresponding author upon request.

Conflicts of Interest

The authors declare that they have no conflicts of interest.


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Beraldi, P., Maio, A. D., Olivito, F., Potrino, G., Straface, I., & Violi, A. (2021). A Decision Support System for Trip Tourism Recommendation. Int. J. Transp. Dev. Integr., 5(1), 69-80. https://doi.org/10.2495/TDI-V5-N1-69-80
P. Beraldi, A. D. Maio, F. Olivito, G. Potrino, I. Straface, and A. Violi, "A Decision Support System for Trip Tourism Recommendation," Int. J. Transp. Dev. Integr., vol. 5, no. 1, pp. 69-80, 2021. https://doi.org/10.2495/TDI-V5-N1-69-80
@research-article{Beraldi2021ADS,
title={A Decision Support System for Trip Tourism Recommendation},
author={Patrizia Beraldi and Annarita De Maio and Filomena Olivito and Giuseppe Potrino and Immacolata Straface and Antonio Violi},
journal={International Journal of Transport Development and Integration},
year={2021},
page={69-80},
doi={https://doi.org/10.2495/TDI-V5-N1-69-80}
}
Patrizia Beraldi, et al. "A Decision Support System for Trip Tourism Recommendation." International Journal of Transport Development and Integration, v 5, pp 69-80. doi: https://doi.org/10.2495/TDI-V5-N1-69-80
Patrizia Beraldi, Annarita De Maio, Filomena Olivito, Giuseppe Potrino, Immacolata Straface and Antonio Violi. "A Decision Support System for Trip Tourism Recommendation." International Journal of Transport Development and Integration, 5, (2021): 69-80. doi: https://doi.org/10.2495/TDI-V5-N1-69-80
Beraldi P., Maio A. D., Olivito F., et al. A Decision Support System for Trip Tourism Recommendation[J]. International Journal of Transport Development and Integration, 2021, 5(1): 69-80. https://doi.org/10.2495/TDI-V5-N1-69-80