{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,26]],"date-time":"2026-03-26T02:15:53Z","timestamp":1774491353474,"version":"3.50.1"},"reference-count":25,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2025,8,20]],"date-time":"2025-08-20T00:00:00Z","timestamp":1755648000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0"},{"start":{"date-parts":[[2025,8,20]],"date-time":"2025-08-20T00:00:00Z","timestamp":1755648000000},"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\/s44163-025-00472-w","type":"journal-article","created":{"date-parts":[[2025,8,20]],"date-time":"2025-08-20T12:09:00Z","timestamp":1755691740000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["Dynamic prediction and recommendation of museum visitors' interest based on long short-term memory network (LSTM)"],"prefix":"10.1007","volume":"5","author":[{"given":"Sha","family":"Nie","sequence":"first","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2025,8,20]]},"reference":[{"issue":"2","key":"472_CR1","doi-asserted-by":"publisher","first-page":"151","DOI":"10.1007\/s40558-023-00252-1","volume":"25","author":"SE Lu","year":"2023","unstructured":"Lu SE, Moyle B, Reid S, Yang E, Liu B. Technology and museum visitor experiences: a four-stage model of evolution. Inf Technol Tourism. 2023;25(2):151\u201374.","journal-title":"Inf Technol Tourism"},{"issue":"2","key":"472_CR2","doi-asserted-by":"publisher","first-page":"275","DOI":"10.1177\/02762374211011740","volume":"40","author":"KN Cotter","year":"2022","unstructured":"Cotter KN, Fekete A, Silvia PJ. Why do people visit art museums? Examining visitor motivations and visit outcomes. Empir Stud Arts. 2022;40(2):275\u201395.","journal-title":"Empir Stud Arts"},{"issue":"18","key":"472_CR3","doi-asserted-by":"publisher","first-page":"3586","DOI":"10.1080\/10447318.2022.2099399","volume":"39","author":"H Shahab","year":"2023","unstructured":"Shahab H, Mohtar M, Ghazali E, Rauschnabel PA, Geipel A. Virtual reality in museums: does it promote visitor enjoyment and learning? Int J Hum Comput Interact. 2023;39(18):3586\u2013603.","journal-title":"Int J Hum Comput Interact"},{"key":"472_CR4","doi-asserted-by":"publisher","DOI":"10.1007\/s40558-025-00318-2","author":"CW Chang","year":"2025","unstructured":"Chang CW, Tsai CY, Yao L, Kuo RJ, Tsai CY. Personalized travel itinerary recommendation enhancing by user interests and point-of-interest characteristics. Inf Technol Tourism. 2025. https:\/\/doi.org\/10.1007\/s40558-025-00318-2.","journal-title":"Inf Technol Tourism"},{"issue":"5","key":"472_CR5","doi-asserted-by":"publisher","first-page":"e0266856","DOI":"10.1371\/journal.pone.0266856","volume":"17","author":"T Yi","year":"2022","unstructured":"Yi T, Lee HY, Yum J, Lee JH. The influence of visitor-based social contextual information on visitors\u2019 museum experience. PLoS ONE. 2022;17(5):e0266856.","journal-title":"PLoS ONE"},{"issue":"2","key":"472_CR6","doi-asserted-by":"publisher","first-page":"127","DOI":"10.1080\/10645578.2021.2018251","volume":"25","author":"L Reitst\u00e4tter","year":"2022","unstructured":"Reitst\u00e4tter L, Galter K, Bakondi F. Looking to read: how visitors use exhibit labels in the art museum. Vis Stud. 2022;25(2):127\u201350.","journal-title":"Vis Stud"},{"issue":"2","key":"472_CR7","doi-asserted-by":"publisher","first-page":"482","DOI":"10.1108\/IJCHM-02-2021-0208","volume":"34","author":"NYM Siu","year":"2022","unstructured":"Siu NYM, Zhang TJ, Kwan HY. Reference effects and customer engagement in a museum visit. Int J Contemp Hosp Manag. 2022;34(2):482\u2013508.","journal-title":"Int J Contemp Hosp Manag"},{"key":"472_CR8","doi-asserted-by":"publisher","first-page":"104352","DOI":"10.1016\/j.jrp.2023.104352","volume":"103","author":"J Meyer","year":"2023","unstructured":"Meyer J, Thoma GB, Kampschulte L, K\u00f6ller O. Openness to experience and museum visits: intellectual curiosity, aesthetic sensitivity, and creative imagination predict the frequency of visits to different types of museums. J Res Pers. 2023;103:104352.","journal-title":"J Res Pers"},{"issue":"1","key":"472_CR9","first-page":"255","volume":"32","author":"P Kumraksa","year":"2024","unstructured":"Kumraksa P, Monpanthong P. Museum management factors affecting generation Y visitors\u2019 decision-making to visit museums. Pertanika J Soc Sci Humanit. 2024;32(1):255.","journal-title":"Pertanika J Soc Sci Humanit"},{"issue":"1","key":"472_CR10","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1038\/s40494-025-01640-y","volume":"13","author":"Z Wang","year":"2025","unstructured":"Wang Z, Li F. Design of panoramic virtual museum interactive interface based on entropy weight TOPSIS and PSO-SVR. NPJ Herit Sci. 2025;13(1):1\u201318.","journal-title":"NPJ Herit Sci"},{"issue":"9","key":"472_CR11","doi-asserted-by":"publisher","first-page":"4979","DOI":"10.3390\/app15094979","volume":"15","author":"Q Han","year":"2025","unstructured":"Han Q, Yoshikawa A, Yamamura M. Hierarchical graph learning with cross-layer information propagation for next point of interest recommendation. Appl Sci. 2025;15(9):4979.","journal-title":"Appl Sci"},{"issue":"23","key":"472_CR12","doi-asserted-by":"publisher","first-page":"10678","DOI":"10.3390\/su162310678","volume":"16","author":"J Huang","year":"2024","unstructured":"Huang J, Zhang C. Daily tourism demand forecasting with the iTransformer model. Sustainability. 2024;16(23):10678.","journal-title":"Sustainability"},{"issue":"10","key":"472_CR13","doi-asserted-by":"publisher","first-page":"509","DOI":"10.3390\/ijgi11100509","volume":"11","author":"X Qin","year":"2022","unstructured":"Qin X, Yin D, Dong X, Chen D, Zhang S. Passenger flow prediction of scenic spots in Jilin Province based on convolutional neural network and improved quantile regression long short-term memory network. ISPRS Int J Geo-Inf. 2022;11(10):509.","journal-title":"ISPRS Int J Geo-Inf"},{"issue":"1","key":"472_CR14","first-page":"36","volume":"2","author":"MM Aqil","year":"2025","unstructured":"Aqil MM, Fauzi F. Enhancing e-commerce supply chains with time-series forecasting using long short-term memory (LSTM) networks. PatternIQ Min. 2025;2(1):36\u201346.","journal-title":"PatternIQ Min"},{"issue":"1","key":"472_CR15","first-page":"78","volume":"40","author":"M Czerwi\u0144ski","year":"2025","unstructured":"Czerwi\u0144ski M. Quantifying factors influencing the interest in museums with the use of marketing mix modelling. Mus Manag Curat. 2025;40(1):78\u201395.","journal-title":"Mus Manag Curat"},{"issue":"1","key":"472_CR16","doi-asserted-by":"publisher","first-page":"382","DOI":"10.1038\/s41598-024-84581-z","volume":"15","author":"X Xiao","year":"2025","unstructured":"Xiao X, Li C, Wang X, Zeng A. Personalized tourism recommendation model based on temporal multilayer sequential neural network. Sci Rep. 2025;15(1):382.","journal-title":"Sci Rep"},{"issue":"20","key":"472_CR17","doi-asserted-by":"publisher","first-page":"9271","DOI":"10.3390\/app14209271","volume":"14","author":"CY Tsai","year":"2024","unstructured":"Tsai CY, Chuang KW, Jen HY, Huang H. A tour recommendation system considering implicit and dynamic information. Appl Sci. 2024;14(20):9271.","journal-title":"Appl Sci"},{"key":"472_CR18","first-page":"1431","volume":"127","author":"H Liu","year":"2025","unstructured":"Liu H, Yi X. A modeling study of non-heritage cultural communication behavior under the framework of situational cognition based on time series data mining. J Combin Math Combin Comput. 2025;127:1431\u201350.","journal-title":"J Combin Math Combin Comput"},{"issue":"4","key":"472_CR19","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/3713079","volume":"3","author":"S Halder","year":"2025","unstructured":"Halder S, Lim KH, Chan J, Zhang X. Deep learning of dynamic POI generation and optimisation for itinerary recommendation. ACM Trans Recomm Syst. 2025;3(4):1\u201329.","journal-title":"ACM Trans Recomm Syst"},{"key":"472_CR20","doi-asserted-by":"publisher","first-page":"120662","DOI":"10.1016\/j.eswa.2023.120662","volume":"230","author":"CY Tsai","year":"2023","unstructured":"Tsai CY, Chen YJ, Pe\u00f1a AS, Paniagua G. A visiting sequence recommendation framework: enhanced by dynamic landmark and stay time. Expert Syst Appl. 2023;230:120662.","journal-title":"Expert Syst Appl"},{"issue":"1","key":"472_CR21","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/3631123","volume":"17","author":"DH Kwon","year":"2024","unstructured":"Kwon DH, Yu JM. Real-time multi-CNN-based emotion recognition system for evaluating museum visitors\u2019 satisfaction. ACM J Comput Cult Herit. 2024;17(1):1\u201318.","journal-title":"ACM J Comput Cult Herit"},{"issue":"1","key":"472_CR22","first-page":"586","volume":"25","author":"J Mao","year":"2025","unstructured":"Mao J, Cao W, Yu C. Study on virtual archaeological animation design and user interaction in Mediterranean smart museums using deep learning. Mediterr Archaeol Archaeom. 2025;25(1):586.","journal-title":"Mediterr Archaeol Archaeom"},{"key":"472_CR23","doi-asserted-by":"publisher","first-page":"255","DOI":"10.1162\/pres_a_00425","volume":"33","author":"J An","year":"2024","unstructured":"An J. Assessment and application of digital museum visitors\u2019 emotional experience based on virtual reality technology and emotion recognition algorithm. PRESENCE Virtual Augment Real. 2024;33:255\u201368.","journal-title":"PRESENCE Virtual Augment Real"},{"issue":"1","key":"472_CR24","first-page":"4221","volume":"7","author":"FT Rosemary","year":"2025","unstructured":"Rosemary FT. Leveraging artificial intelligence and data analytics for enhancing museum experiences: exploring historical narratives, visitor engagement, and digital transformation in the age of innovation. Int Res J Mod Eng Technol Sci. 2025;7(1):4221.","journal-title":"Int Res J Mod Eng Technol Sci"},{"key":"472_CR25","unstructured":"https:\/\/www.kaggle.com\/datasets\/ziya07\/smart-museum-visitor-analytics-dataset"}],"container-title":["Discover Artificial Intelligence"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s44163-025-00472-w.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s44163-025-00472-w\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s44163-025-00472-w.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,9,9]],"date-time":"2025-09-09T09:31:12Z","timestamp":1757410272000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s44163-025-00472-w"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,8,20]]},"references-count":25,"journal-issue":{"issue":"1","published-online":{"date-parts":[[2025,12]]}},"alternative-id":["472"],"URL":"https:\/\/doi.org\/10.1007\/s44163-025-00472-w","relation":{},"ISSN":["2731-0809"],"issn-type":[{"value":"2731-0809","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,8,20]]},"assertion":[{"value":"3 June 2025","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"7 August 2025","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"20 August 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":"Not applicable.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Ethics approval and consent to participate"}},{"value":"Not applicable.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Consent for publication"}},{"value":"The authors declare no competing interests.","order":4,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing interests"}},{"value":"Not applicable.","order":5,"name":"Ethics","group":{"name":"EthicsHeading","label":"Clinical trial number"}}],"article-number":"216"}}