{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,8]],"date-time":"2026-04-08T00:18:19Z","timestamp":1775607499413,"version":"3.50.1"},"reference-count":40,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2024,2,27]],"date-time":"2024-02-27T00:00:00Z","timestamp":1708992000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2024,2,27]],"date-time":"2024-02-27T00:00:00Z","timestamp":1708992000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Soc. Netw. Anal. Min."],"DOI":"10.1007\/s13278-024-01202-3","type":"journal-article","created":{"date-parts":[[2024,2,27]],"date-time":"2024-02-27T06:02:21Z","timestamp":1709013741000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["Multimodal model for the Spanish sentiment analysis in a tourism domain"],"prefix":"10.1007","volume":"14","author":[{"given":"Julian","family":"Monsalve-Pulido","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Carlos Alberto","family":"Parra","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jose","family":"Aguilar","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2024,2,27]]},"reference":[{"key":"1202_CR1","doi-asserted-by":"publisher","first-page":"563","DOI":"10.1016\/j.procs.2017.09.115","volume":"115","author":"N Akhtar","year":"2017","unstructured":"Akhtar N, Zubair N, Kumar A, Ahmad T (2017) Aspect based sentiment oriented summarization of hotel reviews. Procedia Comput Sci 115:563\u2013571","journal-title":"Procedia Comput Sci"},{"key":"1202_CR2","doi-asserted-by":"crossref","unstructured":"\u00c1lvarez-Carmona M\u00c1, Aranda R, Guerrero-Rodr\u00edguez R, Rodr\u00edguez-Gonz\u00e1lez AY, L\u00f3pez-Monroy AP (2022) A combination of sentiment analysis systems for the study of online travel reviews: many heads are better than one. Computaci\u00f3n y Sistemas, 26(2)","DOI":"10.13053\/cys-26-2-4055"},{"key":"1202_CR3","doi-asserted-by":"crossref","unstructured":"Athuraliya B, Farook C (2018) \u201crevyew\u201d hotel maintenance issue classifier and analyzer using machine learning and natural language processing. In: 2018 IEEE 9th Annual Information Technology, Electronics and Mobile Communication Conference (IEMCON), pp 274\u2013280. IEEE","DOI":"10.1109\/IEMCON.2018.8615075"},{"issue":"5","key":"1202_CR4","doi-asserted-by":"publisher","first-page":"2507","DOI":"10.1007\/s11042-015-2646-x","volume":"75","author":"C Baecchi","year":"2016","unstructured":"Baecchi C, Uricchio T, Bertini M, Del Bimbo A (2016) A multimodal feature learning approach for sentiment analysis of social network multimedia. Multimed Tools Appl 75(5):2507\u20132525","journal-title":"Multimed Tools Appl"},{"key":"1202_CR5","doi-asserted-by":"crossref","unstructured":"Bordoloi M, Biswas SK (2023) Sentiment analysis: a survey on design framework, applications and future scopes. Artific Intell Rev pp 1\u201356","DOI":"10.1007\/s10462-023-10442-2"},{"key":"1202_CR6","doi-asserted-by":"crossref","unstructured":"Cai L, Zhu Y (2015) The challenges of data quality and data quality assessment in the big data era. Data Sci J p 14","DOI":"10.5334\/dsj-2015-002"},{"issue":"2","key":"1202_CR7","first-page":"557","volume":"59","author":"E Cambria","year":"2012","unstructured":"Cambria E, Hussain A (2012) Sentic computing. Marketing 59(2):557\u2013577","journal-title":"Marketing"},{"key":"1202_CR8","doi-asserted-by":"crossref","unstructured":"Cambria E, Livingstone A, Hussain A (2012) The hourglass of emotions. In: Cognitive Behavioral systems, pp 144\u2013157. Springer","DOI":"10.1007\/978-3-642-34584-5_11"},{"key":"1202_CR9","doi-asserted-by":"crossref","unstructured":"Cambria E, Poria S, Hazarika D, Kwok K (2018) Senticnet 5: Discovering conceptual primitives for sentiment analysis by means of context embeddings. In: Proceedings of the AAAI conference on artificial intelligence","DOI":"10.1609\/aaai.v32i1.11559"},{"key":"1202_CR10","doi-asserted-by":"publisher","first-page":"264","DOI":"10.1016\/j.patrec.2019.04.024","volume":"125","author":"I Chaturvedi","year":"2019","unstructured":"Chaturvedi I, Satapathy R, Cavallari S, Cambria E (2019) Fuzzy commonsense reasoning for multimodal sentiment analysis. Patt Recognit Lett 125:264\u2013270","journal-title":"Patt Recognit Lett"},{"issue":"5","key":"1202_CR11","doi-asserted-by":"publisher","first-page":"477","DOI":"10.1080\/13683500.2013.841656","volume":"18","author":"C Chiu","year":"2015","unstructured":"Chiu C, Chiu N-H, Sung R-J, Hsieh P-Y (2015) Opinion mining of hotel customer-generated contents in chinese weblogs. Curr Issues Tour 18(5):477\u2013495","journal-title":"Curr Issues Tour"},{"key":"1202_CR12","doi-asserted-by":"crossref","unstructured":"Cordero J, Aguilar J, Aguilar K, Ch\u00e1vez D, Puerto E (2020) Recognition of the driving style in vehicle drivers. Sensors, 20(9)","DOI":"10.3390\/s20092597"},{"key":"1202_CR13","unstructured":"D\u00edaz-Galiano M, Mart\u00ednez-C\u00e1mara E, Garc\u00eda-Cumbreras M, Garc\u00eda-Vega M, Villena-Rom\u00e1n J (2018) The democratization of deep learning in tass 2017. Procesamiento de Lenguaje Nat 60"},{"key":"1202_CR14","doi-asserted-by":"crossref","unstructured":"Farisi AA, Sibaroni Y, Al Faraby S (2019) Sentiment analysis on hotel reviews using multinomial na\u00efve bayes classifier. In: Journal of Physics: Conference Series","DOI":"10.1088\/1742-6596\/1192\/1\/012024"},{"issue":"7","key":"1202_CR15","doi-asserted-by":"publisher","first-page":"3836","DOI":"10.3390\/su13073836","volume":"13","author":"D Flores-Ruiz","year":"2021","unstructured":"Flores-Ruiz D, Elizondo-Salto A, MdlO Barroso-Gonz\u00e1lez (2021) Using social media in tourist sentiment analysis: a case study of andalusia during the covid-19 pandemic. Sustainability 13(7):3836","journal-title":"Sustainability"},{"key":"1202_CR16","doi-asserted-by":"crossref","unstructured":"Gandhi A, Adhvaryu K, Poria S, Cambria E, Hussain A (2022) Multimodal sentiment analysis: A systematic review of history, datasets, multimodal fusion methods, applications, challenges and future directions. Inf Fusion","DOI":"10.1016\/j.inffus.2022.09.025"},{"key":"1202_CR17","doi-asserted-by":"crossref","unstructured":"Giancristofaro GT, Panangadan A (2016) Predicting sentiment toward transportation in social media using visual and textual features. In: 2016 IEEE 19th International Conference on Intelligent Transportation Systems (ITSC), pp 2113\u20132118. IEEE","DOI":"10.1109\/ITSC.2016.7795898"},{"key":"1202_CR18","doi-asserted-by":"publisher","first-page":"26","DOI":"10.1016\/j.knosys.2019.01.019","volume":"167","author":"F Huang","year":"2019","unstructured":"Huang F, Zhang X, Zhao Z, Xu J, Li Z (2019) Image-text sentiment analysis via deep multimodal attentive fusion. Knowl Based Syst 167:26\u201337","journal-title":"Knowl Based Syst"},{"key":"1202_CR19","unstructured":"Kaehler A, Bradski G (2016) Learning OpenCV 3: computer vision in C++ with the OpenCV library. \" O\u2019Reilly Media, Inc.\""},{"issue":"17","key":"1202_CR20","doi-asserted-by":"publisher","first-page":"24103","DOI":"10.1007\/s11042-019-7390-1","volume":"78","author":"A Kumar","year":"2019","unstructured":"Kumar A, Garg G (2019) Sentiment analysis of multimodal twitter data. Multimed Tools Appl 78(17):24103\u201324119","journal-title":"Multimed Tools Appl"},{"issue":"1","key":"1202_CR21","doi-asserted-by":"publisher","DOI":"10.1016\/j.ipm.2019.102141","volume":"57","author":"A Kumar","year":"2020","unstructured":"Kumar A, Srinivasan K, Cheng W-H, Zomaya AY (2020) Hybrid context enriched deep learning model for fine-grained sentiment analysis in textual and visual semiotic modality social data. Inf Proc Manag 57(1):102141","journal-title":"Inf Proc Manag"},{"key":"1202_CR22","doi-asserted-by":"publisher","first-page":"58","DOI":"10.1016\/j.inffus.2020.08.006","volume":"65","author":"Q Li","year":"2021","unstructured":"Li Q, Gkoumas D, Lioma C, Melucci M (2021) Quantum-inspired multimodal fusion for video sentiment analysis. Inf Fusion 65:58\u201371","journal-title":"Inf Fusion"},{"key":"1202_CR23","doi-asserted-by":"crossref","unstructured":"Lucas L, Tom\u00e1s D, Garcia-Rodriguez J (2022) Sentiment analysis and image classification in social networks with zero-shot deep learning: applications in tourism. In: 16th International Conference on Soft Computing Models in Industrial and Environmental Applications (SOCO 2021), pp 419\u2013428. Springer","DOI":"10.1007\/978-3-030-87869-6_40"},{"issue":"3","key":"1202_CR24","doi-asserted-by":"publisher","first-page":"263","DOI":"10.1177\/0165551514566564","volume":"41","author":"E Mart\u00ednez-C\u00e1mara","year":"2015","unstructured":"Mart\u00ednez-C\u00e1mara E, Mart\u00edn-Valdivia MT, Urena-Lopez LA, Mitkov R (2015) Polarity classification for spanish tweets using the cost corpus. J Inf Sci 41(3):263\u2013272","journal-title":"J Inf Sci"},{"key":"1202_CR25","volume-title":"The emotion machine: Commonsense thinking, artificial intelligence, and the future of the human mind","author":"M Minsky","year":"2007","unstructured":"Minsky M (2007) The emotion machine: Commonsense thinking, artificial intelligence, and the future of the human mind. Simon and Schuster"},{"issue":"18","key":"1202_CR26","doi-asserted-by":"publisher","first-page":"7250","DOI":"10.1016\/j.eswa.2013.06.076","volume":"40","author":"MD Molina-Gonz\u00e1lez","year":"2013","unstructured":"Molina-Gonz\u00e1lez MD, Mart\u00ednez-C\u00e1mara E, Mart\u00edn-Valdivia M-T, Perea-Ortega JM (2013) Semantic orientation for polarity classification in spanish reviews. Expert Syst Appl 40(18):7250\u20137257","journal-title":"Expert Syst Appl"},{"issue":"10","key":"1202_CR27","doi-asserted-by":"publisher","first-page":"9166","DOI":"10.1016\/j.eswa.2012.02.057","volume":"39","author":"A Moreo","year":"2012","unstructured":"Moreo A, Romero M, Castro J, Zurita JM (2012) Lexicon-based comments-oriented news sentiment analyzer system. Expert Syst Appl 39(10):9166\u20139180","journal-title":"Expert Syst Appl"},{"key":"1202_CR28","doi-asserted-by":"crossref","unstructured":"Poria S, Chaturvedi I, Cambria E, Hussain A (2016) Convolutional mkl based multimodal emotion recognition and sentiment analysis. In: 2016 IEEE 16th international conference on data mining (ICDM), pp 439\u2013448. IEEE","DOI":"10.1109\/ICDM.2016.0055"},{"key":"1202_CR29","doi-asserted-by":"publisher","DOI":"10.1016\/j.cosrev.2021.100377","volume":"40","author":"C Salazar","year":"2021","unstructured":"Salazar C, Aguilar J, Monsalve-Pulido J, Montoya E (2021) Affective recommender systems in the educational field a systematic literature review. Comput Sci Rev 40:100377","journal-title":"Comput Sci Rev"},{"issue":"5","key":"1202_CR30","doi-asserted-by":"publisher","first-page":"96","DOI":"10.1109\/MIS.2020.2992799","volume":"35","author":"Y Susanto","year":"2020","unstructured":"Susanto Y, Livingstone AG, Ng BC, Cambria E (2020) The hourglass model revisited. IEEE Intell Syst 35(5):96\u2013102","journal-title":"IEEE Intell Syst"},{"key":"1202_CR31","doi-asserted-by":"crossref","unstructured":"Taigman Y, Yang M, Ranzato M, Wolf L (2014) Deepface: Closing the gap to human-level performance in face verification. In: Proceedings of the IEEE conference on computer vision and pattern recognition, pp 1701\u20131708","DOI":"10.1109\/CVPR.2014.220"},{"issue":"2","key":"1202_CR32","doi-asserted-by":"publisher","first-page":"247","DOI":"10.1002\/col.22186","volume":"43","author":"F Takahashi","year":"2018","unstructured":"Takahashi F, Kawabata Y (2018) The association between colors and emotions for emotional words and facial expressions. Color Res Appl 43(2):247\u2013257","journal-title":"Color Res Appl"},{"key":"1202_CR33","doi-asserted-by":"crossref","unstructured":"Taleb I, Dssouli R, Serhani MA (2015) Big data pre-processing: A quality framework. In: 2015 IEEE international congress on big data, pp 191\u2013198. IEEE","DOI":"10.1109\/BigDataCongress.2015.35"},{"issue":"18","key":"1202_CR34","doi-asserted-by":"publisher","first-page":"5070","DOI":"10.3390\/su11185070","volume":"11","author":"Y Tao","year":"2019","unstructured":"Tao Y, Zhang F, Shi C, Chen Y (2019) Social media data-based sentiment analysis of tourists\u2019 air quality perceptions. Sustainability 11(18):5070","journal-title":"Sustainability"},{"issue":"3","key":"1202_CR35","doi-asserted-by":"publisher","first-page":"478","DOI":"10.1007\/s10618-011-0238-6","volume":"24","author":"M Tsytsarau","year":"2012","unstructured":"Tsytsarau M, Palpanas T (2012) Survey on mining subjective data on the web. Data Min Knowl Discov 24(3):478\u2013514","journal-title":"Data Min Knowl Discov"},{"key":"1202_CR36","doi-asserted-by":"crossref","unstructured":"Vi\u00f1\u00e1n-Lude\u00f1a MS, de\u00a0Campos LM (2021) Analyzing tourist data on twitter: a case study in the province of granada at spain. J Hospital Tour Insights","DOI":"10.1108\/JHTI-11-2020-0209"},{"key":"1202_CR37","doi-asserted-by":"crossref","unstructured":"Viola P, Jones M (2001) Rapid object detection using a boosted cascade of simple features. In: Proceedings of the 2001 IEEE computer society conference on computer vision and pattern recognition. CVPR 2001, volume\u00a01, pp I\u2013I. IEEE","DOI":"10.1109\/CVPR.2001.990517"},{"key":"1202_CR38","doi-asserted-by":"publisher","DOI":"10.1016\/j.dajour.2022.100073","volume":"3","author":"Q Xu","year":"2022","unstructured":"Xu Q, Chang V, Jayne C (2022) A systematic review of social media-based sentiment analysis: Emerging trends and challenges. Decis Anal J 3:100073","journal-title":"Decis Anal J"},{"key":"1202_CR39","doi-asserted-by":"crossref","unstructured":"Zhang N, Paluri M, Taigman Y, Fergus R, Bourdev L (2015) Beyond frontal faces: Improving person recognition using multiple cues. In: Proceedings of the IEEE conference on computer vision and pattern recognition, pp 4804\u20134813","DOI":"10.1109\/CVPR.2015.7299113"},{"issue":"6","key":"1202_CR40","doi-asserted-by":"publisher","DOI":"10.1016\/j.ipm.2019.102097","volume":"56","author":"Z Zhao","year":"2019","unstructured":"Zhao Z, Zhu H, Xue Z, Liu Z, Tian J, Chua MCH, Liu M (2019) An image-text consistency driven multimodal sentiment analysis approach for social media. Inf Proc Manag 56(6):102097","journal-title":"Inf Proc Manag"}],"container-title":["Social Network Analysis and Mining"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s13278-024-01202-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s13278-024-01202-3\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s13278-024-01202-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,2,25]],"date-time":"2025-02-25T14:14:11Z","timestamp":1740492851000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s13278-024-01202-3"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,2,27]]},"references-count":40,"journal-issue":{"issue":"1","published-online":{"date-parts":[[2024,12]]}},"alternative-id":["1202"],"URL":"https:\/\/doi.org\/10.1007\/s13278-024-01202-3","relation":{},"ISSN":["1869-5469"],"issn-type":[{"value":"1869-5469","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,2,27]]},"assertion":[{"value":"30 August 2023","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"9 January 2024","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"10 January 2024","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"27 February 2024","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}],"article-number":"46"}}