{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,18]],"date-time":"2025-11-18T07:54:32Z","timestamp":1763452472776,"version":"3.45.0"},"reference-count":21,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2025,11,18]],"date-time":"2025-11-18T00:00:00Z","timestamp":1763424000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0"},{"start":{"date-parts":[[2025,11,18]],"date-time":"2025-11-18T00:00:00Z","timestamp":1763424000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Discov Artif Intell"],"DOI":"10.1007\/s44163-025-00533-0","type":"journal-article","created":{"date-parts":[[2025,11,18]],"date-time":"2025-11-18T07:49:51Z","timestamp":1763452191000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Tourism recommendation model integrating IGA and multi-source heterogeneous data"],"prefix":"10.1007","volume":"5","author":[{"given":"Juan","family":"Feng","sequence":"first","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2025,11,18]]},"reference":[{"issue":"2","key":"533_CR1","doi-asserted-by":"publisher","first-page":"278","DOI":"10.1111\/tgis.13136","volume":"28","author":"Y Zhang","year":"2024","unstructured":"Zhang Y, Fu X, Yu Z, Luo S. How does multi-modal travel enhance tourist attraction accessibility? A refined two-step floating catchment area method using multi-source data. Trans GIS. 2024;28(2):278\u2013302.","journal-title":"Trans GIS"},{"issue":"4","key":"533_CR2","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/3620677","volume":"15","author":"Y Liu","year":"2024","unstructured":"Liu Y, Zhou X, Kou H, Zhao Y, Xu X, Zhang X, et al. Privacy-preserving point-of-interest recommendation based on simplified graph convolutional network for geological traveling. ACM Trans Intell Syst Technol. 2024;15(4):1\u201317.","journal-title":"ACM Trans Intell Syst Technol"},{"issue":"2","key":"533_CR3","doi-asserted-by":"publisher","first-page":"384","DOI":"10.1080\/10095020.2023.2179428","volume":"27","author":"H Li","year":"2024","unstructured":"Li H, Yue P, Li S, Zhang C, Yang C. Spatio-temporal intention learning for recommendation of next point-of-interest. Geo-spatial Inf Sci. 2024;27(2):384\u201397.","journal-title":"Geo-spatial Inf Sci"},{"key":"533_CR4","doi-asserted-by":"crossref","unstructured":"Garc\u00eda de Blanes Sebasti\u00e1n M, Azuara Grande A, Sarmiento Guede JR. Understanding the use of travel and restaurant platforms through the UTAUT2 model. Br Food J. 2024;126(2):774\u2013794.","DOI":"10.1108\/BFJ-07-2023-0636"},{"issue":"01","key":"533_CR5","doi-asserted-by":"publisher","DOI":"10.1142\/S0129156425401342","volume":"34","author":"Q Sha","year":"2025","unstructured":"Sha Q, Ma L, Chen N. A smart tourism resource information management platform based on multi-source data fusion. Int J High Speed Electron Syst. 2025;34(01):2540134.","journal-title":"Int J High Speed Electron Syst"},{"issue":"1","key":"533_CR6","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/3696114","volume":"3","author":"C Panagiotakis","year":"2024","unstructured":"Panagiotakis C, Daskalaki E, Papadakis H, Fragopoulou P. An expectation-maximization framework for personalized itinerary recommendation with POI categories and must-see POIs. ACM Trans Recomm Syst. 2024;3(1):1\u201333.","journal-title":"ACM Trans Recomm Syst"},{"issue":"4","key":"533_CR7","doi-asserted-by":"publisher","first-page":"858","DOI":"10.1177\/00472875231182110","volume":"63","author":"G Agag","year":"2024","unstructured":"Agag G, Abdelmoety ZH, Eid R. Understanding the factors affecting travel avoidance behavior during the COVID-19 pandemic: findings from a mixed method approach. J Travel Res. 2024;63(4):858\u201382.","journal-title":"J Travel Res"},{"issue":"2","key":"533_CR8","doi-asserted-by":"publisher","first-page":"169","DOI":"10.1080\/10548408.2024.2310175","volume":"41","author":"X Liang","year":"2024","unstructured":"Liang X, Huo Y, Luo P. What drives impulsive travel intention in tourism live streaming? A chain mediation model based on SOR framework. J Travel Tourism Mark. 2024;41(2):169\u201385.","journal-title":"J Travel Tourism Mark"},{"issue":"1","key":"533_CR9","first-page":"1","volume":"1","author":"A Dinglasan","year":"2024","unstructured":"Dinglasan A, Magboo LJ, Raz A. Batangas travel recommender system using collaborative filtering algorithm. J Appl Bus Inf Technol. 2024;1(1):1\u20132.","journal-title":"J Appl Bus Inf Technol"},{"issue":"10","key":"533_CR10","doi-asserted-by":"publisher","first-page":"29569","DOI":"10.1007\/s11042-023-16644-8","volume":"83","author":"SH Ahammad","year":"2024","unstructured":"Ahammad SH, Dwarkanath S, Joshi R, Madhav BTP, Priya PP, Faragallah OS, et al. Social media reviews based hotel recommendation system using collaborative filtering and big data. Multimedia Tools Appl. 2024;83(10):29569\u201382.","journal-title":"Multimedia Tools Appl"},{"issue":"1","key":"533_CR11","doi-asserted-by":"publisher","first-page":"721","DOI":"10.1007\/s40747-023-01191-4","volume":"10","author":"A Noorian","year":"2024","unstructured":"Noorian A, Harounabadi A, Hazratifard M. A sequential neural recommendation system exploiting BERT and LSTM on social media posts. Complex Intell Syst. 2024;10(1):721\u201344.","journal-title":"Complex Intell Syst"},{"issue":"11","key":"533_CR12","doi-asserted-by":"publisher","first-page":"31701","DOI":"10.1007\/s11042-023-16641-x","volume":"83","author":"F Rezaimehr","year":"2024","unstructured":"Rezaimehr F, Dadkhah C. T&TRS: robust collaborative filtering recommender systems against attacks. Multimedia Tools Appl. 2024;83(11):31701\u201331.","journal-title":"Multimedia Tools Appl"},{"issue":"1","key":"533_CR13","doi-asserted-by":"publisher","first-page":"1063","DOI":"10.1007\/s10489-023-05244-6","volume":"54","author":"K Liang","year":"2024","unstructured":"Liang K, Liu H, Shan M, Zhao J, Li X, Zhou L. Enhancing scenic recommendation and tour route personalization in tourism using ugc text mining. Appl Intell. 2024;54(1):1063\u201398.","journal-title":"Appl Intell"},{"issue":"5","key":"533_CR14","doi-asserted-by":"publisher","first-page":"4227","DOI":"10.1007\/s12065-024-00980-1","volume":"17","author":"Y Zhang","year":"2024","unstructured":"Zhang Y, Sun Y. Smart travel planning system based on kernel density estimation and similarity metric clustering algorithm. Evol Intell. 2024;17(5):4227\u201338.","journal-title":"Evol Intell"},{"issue":"9","key":"533_CR15","first-page":"1388","volume":"20","author":"S Liu","year":"2024","unstructured":"Liu S. Tourism cultural and creative product design based on style migration algorithm. J Electr Syst. 2024;20(9):1388\u201395.","journal-title":"J Electr Syst"},{"issue":"2","key":"533_CR16","doi-asserted-by":"publisher","first-page":"565","DOI":"10.59934\/jaiea.v3i2.429","volume":"3","author":"M Sovina","year":"2024","unstructured":"Sovina M, Yusfrizal Y, Harahap FA, Lazuly I. Application for recommending tourist attractions on the island of Java with content based filtering using cosine similarity. J Artif Intell Eng Appl (JAIEA). 2024;3(2):565\u20139.","journal-title":"J Artif Intell Eng Appl (JAIEA)"},{"issue":"1","key":"533_CR17","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1504\/IJCSM.2024.136816","volume":"19","author":"Z Chen","year":"2024","unstructured":"Chen Z, Zhang P, Peng L. Application of a hybrid genetic algorithm based on the travelling salesman problem in rural tourism route planning. Int J Comput Sci Math. 2024;19(1):1\u201314.","journal-title":"Int J Comput Sci Math"},{"issue":"5","key":"533_CR18","doi-asserted-by":"publisher","first-page":"1183","DOI":"10.1177\/00472875231187332","volume":"63","author":"X Yang","year":"2024","unstructured":"Yang X, Zhang L, Feng Z. Personalized tourism recommendations and the e-tourism user experience. J Travel Res. 2024;63(5):1183\u2013200.","journal-title":"J Travel Res"},{"issue":"1","key":"533_CR19","doi-asserted-by":"publisher","first-page":"572","DOI":"10.30865\/mib.v8i1.7323","volume":"8","author":"YA Singgalen","year":"2024","unstructured":"Singgalen YA. Implementation of CRISP-DM for social network analysis (SNA) of tourism and travel vlog content reviews. Jurnal Media Informatika Budidarma. 2024;8(1):572\u201383.","journal-title":"Jurnal Media Informatika Budidarma"},{"issue":"3","key":"533_CR20","doi-asserted-by":"publisher","first-page":"505","DOI":"10.1177\/13567667231152938","volume":"30","author":"Z Gao","year":"2024","unstructured":"Gao Z, Cheah JH, Lim XJ, Ng SI, Cham TH, Yee CL. Can travel apps improve tourists\u2019 intentions? Investigating the drivers of Chinese gen Y users\u2019 experience. J Vacation Mark. 2024;30(3):505\u201334.","journal-title":"J Vacation Mark"},{"issue":"1","key":"533_CR21","first-page":"626","volume":"12","author":"A S\u00f6kmen","year":"2024","unstructured":"S\u00f6kmen A, Arici HE, \u00c7ali\u015fkan G. Determinants of the usage of ChatGPT in the tourism and hospitality industry: a model proposal from the technology acceptance perspective. J Tour Gastron Stud. 2024;12(1):626\u201344.","journal-title":"J Tour Gastron Stud"}],"container-title":["Discover Artificial Intelligence"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s44163-025-00533-0.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s44163-025-00533-0\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s44163-025-00533-0.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,11,18]],"date-time":"2025-11-18T07:49:52Z","timestamp":1763452192000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s44163-025-00533-0"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,11,18]]},"references-count":21,"journal-issue":{"issue":"1","published-online":{"date-parts":[[2025,12]]}},"alternative-id":["533"],"URL":"https:\/\/doi.org\/10.1007\/s44163-025-00533-0","relation":{},"ISSN":["2731-0809"],"issn-type":[{"value":"2731-0809","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,11,18]]},"assertion":[{"value":"14 February 2025","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"17 September 2025","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"18 November 2025","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors declare no competing interests.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing interests"}}],"article-number":"330"}}