{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,16]],"date-time":"2026-02-16T20:12:16Z","timestamp":1771272736332,"version":"3.50.1"},"reference-count":25,"publisher":"MDPI AG","issue":"1","license":[{"start":{"date-parts":[[2025,1,12]],"date-time":"2025-01-12T00:00:00Z","timestamp":1736640000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"PERCEPTIONS Research Project","award":["PID2020-114247GB-I00"],"award-info":[{"award-number":["PID2020-114247GB-I00"]}]},{"name":"Spanish Ministry of Science and Information Technology","award":["PID2020-114247GB-I00"],"award-info":[{"award-number":["PID2020-114247GB-I00"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["MAKE"],"abstract":"<jats:p>Representing and interpreting human opinions within an unstructured framework is inherently complex. Hesitant fuzzy linguistic term sets offer a comprehensive context that facilitates a nuanced understanding of diverse perspectives. This study introduces a methodology that integrates sentiment analysis with hesitant fuzzy linguistic term sets to effectively aggregate and compare news from diverse sources. By employing linguistic scales, our approach enhances the interpretation of various perceptions and attitudes, facilitating comprehensive knowledge extraction and representation. The main objective of this research is to conduct a comparative analysis of news coverage across European countries in relation to the Israel\u2013Gaza war. This analysis aims to capture the multifaceted sensitivities surrounding the ongoing situation, highlighting how different nations perceive the conflict.<\/jats:p>","DOI":"10.3390\/make7010008","type":"journal-article","created":{"date-parts":[[2025,1,13]],"date-time":"2025-01-13T09:49:17Z","timestamp":1736761757000},"page":"8","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["A Comparative Analysis of European Media Coverage of the Israel\u2013Gaza War Using Hesitant Fuzzy Linguistic Term Sets"],"prefix":"10.3390","volume":"7","author":[{"ORCID":"https:\/\/orcid.org\/0009-0000-4630-6687","authenticated-orcid":false,"given":"Walaa","family":"Abuasaker","sequence":"first","affiliation":[{"name":"Department of Mathematics, Facultat d\u2019Inform\u00e0tica de Barcelona, Campus Nord, UPC-BarcelonaTech, 08034 Barcelona, Spain"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0201-345X","authenticated-orcid":false,"given":"M\u00f3nica","family":"S\u00e1nchez","sequence":"additional","affiliation":[{"name":"Department of Mathematics, Facultat d\u2019Inform\u00e0tica de Barcelona, Campus Nord, UPC-BarcelonaTech, 08034 Barcelona, Spain"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7498-7536","authenticated-orcid":false,"given":"Jennifer","family":"Nguyen","sequence":"additional","affiliation":[{"name":"Department of Operations, Innovation and Data Sciences, Esade Business School, Campus Sant Cugat, URL-Universitat Ramon Llull, 08173 Sant Cugat del Vall\u00e8s, Spain"}]},{"ORCID":"https:\/\/orcid.org\/0009-0005-0756-5631","authenticated-orcid":false,"given":"Nil","family":"Agell","sequence":"additional","affiliation":[{"name":"Department of Operations, Innovation and Data Sciences, Esade Business School, Campus Sant Cugat, URL-Universitat Ramon Llull, 08173 Sant Cugat del Vall\u00e8s, Spain"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9264-2147","authenticated-orcid":false,"given":"N\u00faria","family":"Agell","sequence":"additional","affiliation":[{"name":"Department of Operations, Innovation and Data Sciences, Esade Business School, Campus Sant Cugat, URL-Universitat Ramon Llull, 08173 Sant Cugat del Vall\u00e8s, Spain"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4314-101X","authenticated-orcid":false,"given":"Francisco J.","family":"Ruiz","sequence":"additional","affiliation":[{"name":"Automatic Control Department, Polytechnic School of Engineering of Vilanova i la Geltr\u00fa, Campus Vilanova i la Geltr\u00fa, UPC-BarcelonaTech, 08800 Vilanova i la Geltr\u00fa, Spain"}]}],"member":"1968","published-online":{"date-parts":[[2025,1,12]]},"reference":[{"key":"ref_1","first-page":"145","article-title":"Radicalising cultures of uneven data-driven political communication","volume":"10","author":"Baranowski","year":"2022","journal-title":"Cultures"},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"51","DOI":"10.1111\/j.1460-2466.1993.tb01304.x","article-title":"Framing: Toward clarification of a fractured paradigm","volume":"43","author":"Entman","year":"1993","journal-title":"J. Commun."},{"key":"ref_3","first-page":"9","article-title":"Framing, agenda setting, and priming: The evolution of three media effects models","volume":"57","author":"Scheufele","year":"2007","journal-title":"J. Commun."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"107","DOI":"10.1177\/1750635217727312","article-title":"The role of the media in violent conflicts in the digital age: Israeli and Palestinian leaders\u2019 perceptions","volume":"11","author":"Wolfsfeld","year":"2018","journal-title":"Media War Confl."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"2868","DOI":"10.1002\/int.22579","article-title":"Comparing global news sentiment using hesitant linguistic terms","volume":"37","author":"Nguyen","year":"2022","journal-title":"Int. J. Intell. Syst."},{"key":"ref_6","doi-asserted-by":"crossref","unstructured":"Hallin, D.C. (2004). Comparing Media Systems: Three Models of Media and Politics, Cambridge University Press.","DOI":"10.1017\/CBO9780511790867"},{"key":"ref_7","first-page":"529","article-title":"Hesitant fuzzy sets","volume":"25","author":"Torra","year":"2010","journal-title":"Int. J. Intell. Syst."},{"key":"ref_8","first-page":"1176","article-title":"Successes and challenges in developing a hybrid approach to sentiment analysis","volume":"48","author":"Appel","year":"2018","journal-title":"Appl. Intell."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"3452","DOI":"10.1109\/TFUZZ.2018.2833053","article-title":"Customizing semantics for individuals with attitudinal HFLTS possibility distributions","volume":"26","author":"Chen","year":"2018","journal-title":"IEEE Trans. Fuzzy Syst."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"165","DOI":"10.1016\/j.inffus.2020.08.018","article-title":"Distributed linguistic representations in decision making: Taxonomy, key elements and applications, and challenges in data science and explainable artificial intelligence","volume":"65","author":"Wu","year":"2021","journal-title":"Inf. Fusion"},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"109","DOI":"10.1109\/TFUZZ.2011.2170076","article-title":"Hesitant fuzzy linguistic term sets for decision making","volume":"20","author":"Rodriguez","year":"2012","journal-title":"IEEE Trans. Fuzzy Syst."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"694","DOI":"10.1109\/TCYB.2015.2413894","article-title":"Possibility distribution-based approach for MAGDM with hesitant fuzzy linguistic information","volume":"46","author":"Wu","year":"2015","journal-title":"IEEE Trans. Cybern."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"107662","DOI":"10.1016\/j.asoc.2021.107662","article-title":"A multi-attribute group decision model based on unbalanced and multi-granular linguistic information: An application to assess entrepreneurial competencies in secondary schools","volume":"111","author":"Porro","year":"2021","journal-title":"Appl. Soft Comput."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"110803","DOI":"10.1016\/j.asoc.2023.110803","article-title":"Perceptual maps to aggregate assessments from different rating profiles: A hesitant fuzzy linguistic approach","volume":"147","author":"Abuasaker","year":"2023","journal-title":"Appl. Soft Comput."},{"key":"ref_15","first-page":"1","article-title":"GDELT: Global data on events, location, and tone, 1979\u20132012","volume":"2","year":"2013","journal-title":"ISA Annu. Conv."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"499","DOI":"10.1111\/jcom.12311","article-title":"Global intermedia agenda setting: A big data analysis of international news flow","volume":"67","author":"Guo","year":"2017","journal-title":"J. Commun."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"125","DOI":"10.1016\/j.ins.2014.02.125","article-title":"Distance and similarity measures for hesitant fuzzy linguistic term sets and their application in multi-criteria decision making","volume":"271","author":"Liao","year":"2014","journal-title":"Inf. Sci."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"29","DOI":"10.1016\/j.inffus.2016.04.005","article-title":"Personalized individual semantics in computing with words for supporting linguistic group decision making. An application on consensus reaching","volume":"33","author":"Li","year":"2017","journal-title":"Inf. Fusion"},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"1029","DOI":"10.1038\/s41562-020-0924-8","article-title":"Cultural influences on word meanings revealed through large-scale semantic alignment","volume":"4","author":"Thompson","year":"2020","journal-title":"Nat. Hum. Behav."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"539","DOI":"10.1177\/1367877913503865","article-title":"Tweeting# Palestine: Twitter and the mediation of Palestine","volume":"17","author":"Siapera","year":"2014","journal-title":"Int. J. Cult. Stud."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"414","DOI":"10.1080\/17513057.2022.2131883","article-title":"Freepalestine on TikTok: From performative activism to (meaningful) playful activism","volume":"15","author":"Cervi","year":"2022","journal-title":"J. Int. Intercult. Commun."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"168","DOI":"10.47264\/idea.lassij\/5.1.12","article-title":"Digital public sphere and Palestine-Israel conflict: A conceptual analysis of news coverage","volume":"5","author":"Zahoor","year":"2021","journal-title":"Lib. Arts Soc. Sci. Int. J. (LASSIJ)"},{"key":"ref_23","unstructured":"Freedman, D. (2024, December 30). BBC, Bias and Gaza: A Partial Study of Impartiality. Media Reform Coalition. Available online: https:\/\/www.mediareform.org.uk\/blog\/bbc-bias-gaza-asserson-report."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"1","DOI":"10.54536\/ajahs.v3i3.2461","article-title":"Unmasking Media Bias and Religious Zionism\u2019s Impeding Political Influence on the Israeli-Palestinian Conflict","volume":"3","author":"Barari","year":"2024","journal-title":"Am. J. Arts Hum. Sci."},{"key":"ref_25","unstructured":"Johnson, A., and Ali, O. (2024, December 28). Coverage of Gaza War in The New York Times and Other Major Newspapers Heavily Favored Israel, Analysis. The Intercept. Available online: https:\/\/theintercept.com\/2024\/01\/09\/newspapers-israel-palestine-203bias-new-york-times\/."}],"container-title":["Machine Learning and Knowledge Extraction"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2504-4990\/7\/1\/8\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,8]],"date-time":"2025-10-08T10:27:16Z","timestamp":1759919236000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2504-4990\/7\/1\/8"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,1,12]]},"references-count":25,"journal-issue":{"issue":"1","published-online":{"date-parts":[[2025,3]]}},"alternative-id":["make7010008"],"URL":"https:\/\/doi.org\/10.3390\/make7010008","relation":{},"ISSN":["2504-4990"],"issn-type":[{"value":"2504-4990","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,1,12]]}}}