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An Adaptive Genetic Algorithm for Personalized Itinerary Planning

Phatpicha Yochum, Liang Chang, Tianlong Gu, Manli Zhu
2020 IEEE Access  
Typically, tourists have different kinds of preferences about their itineraries, limited time budgets, unfamiliar with the wide range of Points-of-Interest (POIs) in a city, so that planning an itinerary  ...  Thirdly, we view this kind of recommendation task as a Multi-Objective Optimization problem, and we propose an adaptive genetic algorithm with the crossover and mutation probabilities (AGAM) for solving  ...  Most users have multiple choice for travel destinations, then choose Points-of-Interest (POIs), which suits their desires and budgets.  ... 
doi:10.1109/access.2020.2990916 fatcat:ugkebp7o65f4hh2s6bjnxo6cfu

Synergizing Spatial Optimization with Large Language Models for Open-Domain Urban Itinerary Planning [article]

Yihong Tang, Zhaokai Wang, Ao Qu, Yihao Yan, Kebing Hou, Dingyi Zhuang, Xiaotong Guo, Jinhua Zhao, Zhan Zhao, Wei Ma
2024 arXiv   pre-print
Our system has been deployed in production at the TuTu online travel service and has attracted thousands of users for their urban travel planning.  ...  To the best of our knowledge, this study marks the first integration of LLMs to innovate itinerary planning solutions.  ...  "Starting points" and "ending points" are must-see points, with the "mustsee" field set to true.  ... 
arXiv:2402.07204v1 fatcat:yy523n7lrbecrn56imtkgmprt4

GeoTravel: Harvesting Ambient Geographic Footprints from GPS Trajectories [article]

Li Ching Liew, Ong Sing Goh
2014 arXiv   pre-print
By present the point of interest, user can choose travel place easily and the travel itineraries is plan based on the user preferences.  ...  This study is about harvesting point of interest from GPS trajectories.  ...  Quality Requirements GeoTravel application is planned to be recommend the traveler point of interest in the place that traveler wish to visit.  ... 
arXiv:1411.2195v1 fatcat:47656apkq5d73gceyimwksr5vu

Improving itinerary recommendations for tourists through metaheuristic algorithms: an optimization proposal

Maritzol Tenemaza, Sergio Lujan-Mora, Angelica De Antonio, Jaime Ramirez
2020 IEEE Access  
The recommendations concerning a tourist destination must be linked to the interests and constraints of the tourist.  ...  This study has implications for researchers interested in developing software to recommend the best itinerary for tourists with constraint controls with regard to the optimized itineraries.  ...  The module III (see Fig. 1 ) includes a k-means algorithm for clustering and thereby ensuring the matching of the user's interest with POIs according to their geographical distribution.  ... 
doi:10.1109/access.2020.2990348 fatcat:tkundzk7pbeivpewhjm6ygor7e

Itinerary-aware Personalized Deep Matching at Fliggy [article]

Jia Xu, Ziyi Wang, Zulong Chen, Detao Lv, Yao Yu, Chuanfei Xu
2021 arXiv   pre-print
The concept itinerary is firstly proposed under the context of recommendation systems for OTPs, which is defined as the list of unconsumed orders of a user.  ...  preferences, and diverse needs, based on their itineraries and gains superior performance compared with state-of-the-art methods.  ...  We also thank the anonymous reviewers for their valuable comments and suggestions that help improve the quality of this manuscript.  ... 
arXiv:2108.02343v1 fatcat:yroyqppwhrcd5mcmvqn3a6iq2a

Tourology: An Integrated Approach to Tourism Itineraries

Stefano Soglia
2017 Symphonya Emerging Issues in Management  
New technologies and the growing interest in customised authentic travel experiences are also redefining the concept of the travel itinerary.  ...  The recent fast-paced evolution of the travel itinerary has resulted in an increasingly complex tourist product.  ...  Operationally, the planning of the tourist itinerary must provide for harmonisation between two spheres of interest that may initially appear contradictory: -a quantifiable sphere with elements that can  ... 
doi:10.4468/2017.3.07soglia fatcat:k4awovwt35cdnlov3wik3qmhea

Information Management for Travelers: Towards Better Route and Leisure Suggestion

Evgeny Pyshkin, Boris Skripal, Alexander Chisler, Alexander Baratynskiy
2016 Proceedings of the 2016 Federated Conference on Computer Science and Information Systems  
Contemporary travel information services are connected to huge amount of travel related data used for improving personalized suggestions.  ...  In sum, we make an effort to address a number of complex issues in the area of developing models, interfaces and algorithms required by modern travel services considered as an essential application of  ...  ACKNOWLEDGMENT The authors thank Matvei Pyshkin for his valuable contribution to the detailed survey of the solutions, products and services examined in our work.  ... 
doi:10.15439/2016f224 dblp:conf/fedcsis/PyshkinSCB16 fatcat:yxzryvmtvvfwzjwpe2k3qfxe44

Where shall we go today?

Igo Brilhante, Jose Antonio Macedo, Franco Maria Nardini, Raffaele Perego, Chiara Renso
2013 Proceedings of the 22nd ACM international conference on Conference on information & knowledge management - CIKM '13  
We mine from Flickr the information about the actual itineraries followed by a multitude of different tourists, and we match these itineraries on the touristic Point of Interests available from Wikipedia  ...  Wisdom-of-the-crowds information allows us to derive touristic plans that maximize a measure of interest for the tourist given her preferences and visiting timebudget.  ...  We acknowledge Liran Katzir and all authors of [1] for providing us their GMC source code. This work was partially supported by EU  ... 
doi:10.1145/2505515.2505643 dblp:conf/cikm/BrilhanteMNPR13 fatcat:4jmcp2noavbqzhyyvznjwt4mwu

Recommendation of Heterogeneous Cultural Heritage Objects for the Promotion of Tourism

Landy Rajaonarivo, André Fonteles, Christian Sallaberry, Marie-Noëlle Bessagnet, Philippe Roose, Patrick Etcheverry, Christophe Marquesuzaà, Annig Le Parc Lacayrelle, Cécile Cayèré, Quentin Coudert
2019 ISPRS International Journal of Geo-Information  
open-source algorithm and framework capable of recommending a sequence of cultural heritage points of interests (POIs) to be visited by tourists.  ...  This itinerary recommendation approach is original in many aspects: it not only considers the user preferences and popularity of POIs, but it also integrates different contextual information about the  ...  Conflicts of Interest: The authors declare no conflict of interest.  ... 
doi:10.3390/ijgi8050230 fatcat:xg75hw2jcjbodnobogcrpfj7kq

The Printed Travel Guide in the Analysis of the Tourist Discourse. The Presentation of the Travel Guide in Romanian and French

Elena Dumitrascu, Carmen-Liliana Maruntelu
2021 Ovidius University Annals: Economic Sciences Series  
Thus, the travel guides in Romanian and French, which we have in view for our analysis, are volumes that contain practical information (itineraries, means of transport, traditions and art, fauna and flora  ...  Given the diversity of travel guides on the market, it would be difficult to try to get a complete picture of them.  ...  : 35) , recommending what to see, the direction he/she should look in and, less often, the impression he/she should make.  ... 
doaj:29f69d0faf7e4aff8cb55b54e9b681b3 fatcat:leier4epivevndz4x36zblaugy

Scenic Tourist Route Planning Algorithm Based on Mobile Computing and Grey Entropy Decision Model

Hongyi Xiao, Xin Ning
2022 Wireless Communications and Mobile Computing  
With the increasing updating of information technology, the tourism industry is also constantly trying to transform intelligently, and the personalized recommendation of its travel routes has become the  ...  Tourism agencies create traditional travel itineraries based on the preferences of the majority of people and the characteristics of tourist attractions.  ...  Acknowledgments The study was supported by "Young Backbone Teachers Project of Colleges and Universities in Henan Province, China (Grant No. 2019GGJS260)".  ... 
doi:10.1155/2022/4030565 fatcat:b6ltt5sdajhhpk7be5ppcnhf3q

Design of a Map-Based Transit Itinerary Planner

Christopher Cherry, Mark Hickman, Anirudh Garg
2006 Journal of Public Transportation  
In this article, the design issues associated with the use of GIS in itinerary generation are discussed.  ...  This is unique from other itinerary planners because it provides an interactive point-and-click map feature that can be implemented using commercially available GIS software.  ...  Whitby from Pima County for providing much of the spatial data used in this project; and Mike Beel and Aimee Ramsey from Sun Tran transit agency for supplying the appropriate schedule data.  ... 
doi:10.5038/2375-0901.9.2.3 fatcat:h7lemqbghvej5glson3u4nwmcq

Implementing K-Means Clustering Algorithm in Collaborative Trip Advisory and Planning System

Seetha Letchumy M. Belaidan
2019 Periodicals of Engineering and Natural Sciences (PEN)  
These problems include extensive tourism information, manually constructing an itinerary for a trip and difficulty in satisfying the needs of all trip participants.  ...  This system also facilitates the decision-making process of tourists when choosing places to visit and restaurants by utilizing the power of word-of-mouth (reviews).  ...  Acknowledgments The authors wish to express gratitude to the management of Asia Pacific University of Technology and Innovation (APU) for their support in this work.  ... 
doi:10.21533/pen.v7i2.461 fatcat:hz35f4o6hjesblkj62soym7epa

A Novel Application Based on a Heuristic Approach for Planning Itineraries of One-Day Tourist

Agostino Marcello Mangini, Michele Roccotelli, Alessandro Rinaldi
2021 Applied Sciences  
The aim is to minimize the travel times taking into account the tourist preferences.  ...  Finally, a case study focusing on cruise tourist in the city of Bari, demonstrates the efficiency of the approach and the user interaction in the determination of the itinerary.  ...  Conflicts of Interest: The authors declare no conflict of interest. Abbreviations The following abbreviations are used in this manuscript:  ... 
doi:10.3390/app11198989 fatcat:ei2vuzejtfbb3cjdbb7fuwarge

Discovering local attractions from geo-tagged photos

Ombretta Gaggi
2013 Proceedings of the 28th Annual ACM Symposium on Applied Computing - SAC '13  
This paper presents PhotoTrip, an interactive online service which is able to recommend not widely known, but interesting, places along travel itineraries, without human intervention.  ...  These points of interest are identified by analyzing the geo-tagged pictures contained in Flickr community.  ...  Acknowledgment The author would like to thank Michele Torresin for the development of the system.  ... 
doi:10.1145/2480362.2480502 dblp:conf/sac/Gaggi13 fatcat:mhusx2zevvfrvdqdb6dbmpgyey
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