{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,2]],"date-time":"2026-02-02T19:31:16Z","timestamp":1770060676446,"version":"3.49.0"},"reference-count":39,"publisher":"Elsevier BV","license":[{"start":{"date-parts":[[2026,3,1]],"date-time":"2026-03-01T00:00:00Z","timestamp":1772323200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2026,3,1]],"date-time":"2026-03-01T00:00:00Z","timestamp":1772323200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2026,3,1]],"date-time":"2026-03-01T00:00:00Z","timestamp":1772323200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-017"},{"start":{"date-parts":[[2026,3,1]],"date-time":"2026-03-01T00:00:00Z","timestamp":1772323200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"},{"start":{"date-parts":[[2026,3,1]],"date-time":"2026-03-01T00:00:00Z","timestamp":1772323200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-012"},{"start":{"date-parts":[[2026,3,1]],"date-time":"2026-03-01T00:00:00Z","timestamp":1772323200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,3,1]],"date-time":"2026-03-01T00:00:00Z","timestamp":1772323200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-004"}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Data &amp; Knowledge Engineering"],"published-print":{"date-parts":[[2026,3]]},"DOI":"10.1016\/j.datak.2025.102553","type":"journal-article","created":{"date-parts":[[2026,1,7]],"date-time":"2026-01-07T16:45:09Z","timestamp":1767804309000},"page":"102553","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":0,"special_numbering":"C","title":["The tendency-based multi-criteria group recommendation systems"],"prefix":"10.1016","volume":"162","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-2698-8961","authenticated-orcid":false,"given":"Tugba","family":"Turkoglu Kaya","sequence":"first","affiliation":[]}],"member":"78","reference":[{"key":"10.1016\/j.datak.2025.102553_b1","doi-asserted-by":"crossref","first-page":"165","DOI":"10.1016\/j.future.2015.10.007","article-title":"Discovery and representation of the preferences of automatically detected groups: Exploiting the link between group modeling and clustering","volume":"64","author":"Boratto","year":"2016","journal-title":"Future Gener. Comput. Syst."},{"key":"10.1016\/j.datak.2025.102553_b2","doi-asserted-by":"crossref","first-page":"299","DOI":"10.1016\/j.eswa.2017.10.027","article-title":"An enhanced aggregation method considering deviations for a group recommendation","volume":"93","author":"Seo","year":"2018","journal-title":"Expert Syst. Appl."},{"key":"10.1016\/j.datak.2025.102553_b3","doi-asserted-by":"crossref","first-page":"290","DOI":"10.1016\/j.ins.2016.02.005","article-title":"Improving the accuracy of top-n recommendation using a preference model","volume":"348","author":"Lee","year":"2016","journal-title":"Inform. Sci."},{"key":"10.1016\/j.datak.2025.102553_b4","doi-asserted-by":"crossref","unstructured":"D.L. Chao, J. Balthrop, S. Forrest, Adaptive radio: Achieving consensus using negative preferences, in: Proceedings of the 2005 ACM International Conference on Supporting Group Work, 2005, pp. 120\u2013123.","DOI":"10.1145\/1099203.1099224"},{"issue":"11","key":"10.1016\/j.datak.2025.102553_b5","first-page":"14127","article-title":"Entertainment recommender systems for group of users","volume":"38","author":"Christensen","year":"2011","journal-title":"Expert Syst. Appl."},{"key":"10.1016\/j.datak.2025.102553_b6","doi-asserted-by":"crossref","unstructured":"A. Crossen, J. Budzik, K.J. Hammond, Flytrap: Intelligent group music recommendation, in: Proceedings of the 7th International Conference on Intelligent User Interfaces, 2002, pp. 184\u2013185.","DOI":"10.1145\/502716.502748"},{"key":"10.1016\/j.datak.2025.102553_b7","doi-asserted-by":"crossref","unstructured":"J.F. McCarthy, T.D. Anagnost, MusicFX: an arbiter of group preferences for computer supported collaborative workouts, in: Proceedings of the 1998 ACM Conference on Computer Supported Cooperative Work, 1998, pp. 363\u2013372.","DOI":"10.1145\/289444.289511"},{"key":"10.1016\/j.datak.2025.102553_b8","series-title":"2005 IEEE 61st Vehicular Technology Conference","first-page":"2800","article-title":"An adaptive in-vehicle multimedia recommender for group users","volume":"vol. 5","author":"Zhiwen","year":"2005"},{"key":"10.1016\/j.datak.2025.102553_b9","series-title":"ECSCW 2001: Proceedings of the Seventh European Conference on Computer Supported Cooperative Work 16\u201320 September 2001, Bonn, Germany","first-page":"199","article-title":"PolyLens: A recommender system for groups of users","author":"O\u2019connor","year":"2001"},{"key":"10.1016\/j.datak.2025.102553_b10","series-title":"2011 IEEE 23rd International Conference on Tools with Artificial Intelligence","first-page":"239","article-title":"Happymovie: A facebook application for recommending movies to groups","author":"Quijano-Sanchez","year":"2011"},{"key":"10.1016\/j.datak.2025.102553_b11","unstructured":"J.F. McCarthy, Pocket restaurantfinder: A situated recommender system for groups, in: Workshop on Mobile Ad-Hoc Communication At the 2002 ACM Conference on Human Factors in Computer Systems, vol. 8, 2002."},{"issue":"8\u20139","key":"10.1016\/j.datak.2025.102553_b12","doi-asserted-by":"crossref","first-page":"687","DOI":"10.1080\/713827254","article-title":"Intrigue: Personalized recommendation of tourist attractions for desktop and hand held devices","volume":"17","author":"Ardissono","year":"2003","journal-title":"Appl. Artif. Intell."},{"key":"10.1016\/j.datak.2025.102553_b13","doi-asserted-by":"crossref","unstructured":"A. Jameson, More than the sum of its members: challenges for group recommender systems, in: Proceedings of the Working Conference on Advanced Visual Interfaces, 2004, pp. 48\u201354.","DOI":"10.1145\/989863.989869"},{"key":"10.1016\/j.datak.2025.102553_b14","unstructured":"K. McCarthy, M. Salam\u00f3, L. Coyle, L. McGinty, B. Smyth, P. Nixon, CATS: A Synchronous Approach to Collaborative Group Recommendation., in: FLAIRS Conference, vol. 2006, 2006, pp. 86\u201391."},{"key":"10.1016\/j.datak.2025.102553_b15","series-title":"Collaboration and Technology: 22nd International Conference, CRIWG 2016, Kanazawa, Japan, September 14-16, 2016, Proceedings 22","first-page":"151","article-title":"Hootle+: A group recommender system supporting preference negotiation","author":"\u00c1lvarez M\u00e1rquez","year":"2016"},{"issue":"8","key":"10.1016\/j.datak.2025.102553_b16","doi-asserted-by":"crossref","first-page":"427","DOI":"10.1016\/S0950-7051(99)00036-2","article-title":"Let\u2019s browse: A collaborative browsing agent","volume":"12","author":"Lieberman","year":"1999","journal-title":"Knowl.-Based Syst."},{"key":"10.1016\/j.datak.2025.102553_b17","series-title":"2014 IEEE 30th International Conference on Data Engineering","first-page":"412","article-title":"Exploiting group recommendation functions for flexible preferences","author":"Roy","year":"2014"},{"key":"10.1016\/j.datak.2025.102553_b18","doi-asserted-by":"crossref","first-page":"237","DOI":"10.1016\/j.eswa.2017.10.060","article-title":"A fuzzy approach for natural noise management in group recommender systems","volume":"94","author":"Castro","year":"2018","journal-title":"Expert Syst. Appl."},{"key":"10.1016\/j.datak.2025.102553_b19","series-title":"Database Systems for Advanced Applications: 17th International Conference, DASFAA 2012, Busan, South Korea, April 15-19, 2012, Proceedings, Part II 17","first-page":"299","article-title":"grecs: A group recommendation system based on user clustering","author":"Ntoutsi","year":"2012"},{"key":"10.1016\/j.datak.2025.102553_b20","doi-asserted-by":"crossref","unstructured":"A. Salehi-Abari, C. Boutilier, Preference-oriented social networks: Group recommendation and inference, in: Proceedings of the 9th ACM Conference on Recommender Systems, 2015, pp. 35\u201342.","DOI":"10.1145\/2792838.2800190"},{"key":"10.1016\/j.datak.2025.102553_b21","series-title":"Social Computing: Second International Conference of Young Computer Scientists, Engineers and Educators, ICYCSEE 2016, Harbin, China, August 20-22, 2016, Proceedings, Part I 2","first-page":"258","article-title":"Cogrec: A community-oriented group recommendation framework","author":"Liu","year":"2016"},{"issue":"3","key":"10.1016\/j.datak.2025.102553_b22","doi-asserted-by":"crossref","first-page":"459","DOI":"10.1016\/j.ipm.2015.10.001","article-title":"Personalized hybrid recommendation for group of users: Top-N multimedia recommender","volume":"52","author":"Ka\u0161\u0161\u00e1k","year":"2016","journal-title":"Inf. Process. Manage."},{"key":"10.1016\/j.datak.2025.102553_b23","doi-asserted-by":"crossref","first-page":"115","DOI":"10.1016\/j.eswa.2017.03.069","article-title":"Does order matter? Effect of order in group recommendation","volume":"82","author":"Agarwal","year":"2017","journal-title":"Expert Syst. Appl."},{"key":"10.1016\/j.datak.2025.102553_b24","unstructured":"H. Mahyar, K. Ghalebi, S.M. Morshedi, S. Khalili, R. Grosu, A. Movaghar, Centrality-based group formation in group recommender systems, in: Proceedings of the 26th International Conference on World Wide Web Companion, 2017, pp. 1187\u20131196."},{"key":"10.1016\/j.datak.2025.102553_b25","article-title":"A novel group recommender system based on members\u2019 influence and leader impact","volume":"205","author":"Nozari","year":"2020","journal-title":"Knowl.-Based Syst."},{"key":"10.1016\/j.datak.2025.102553_b26","series-title":"2017 5th International Conference on Information and Communication Technology (ICoIC7)","first-page":"1","article-title":"A combination of individual model on memory-based group recommender system to the books domain","author":"Ahmad","year":"2017"},{"key":"10.1016\/j.datak.2025.102553_b27","unstructured":"E. Yalcin, A. Bilge, A.G. Y\u00fcksek, An empirical evaluation of aggregation techniques used in group recommender systems, in: Proc. Int. Conf. Appl. Technol., 2019, pp. 186\u2013191."},{"key":"10.1016\/j.datak.2025.102553_b28","doi-asserted-by":"crossref","DOI":"10.1016\/j.eswa.2020.114111","article-title":"An entropy empowered hybridized aggregation technique for group recommender systems","volume":"166","author":"Yalcin","year":"2021","journal-title":"Expert Syst. Appl."},{"issue":"1","key":"10.1016\/j.datak.2025.102553_b29","doi-asserted-by":"crossref","first-page":"499","DOI":"10.1007\/s11227-022-04664-4","article-title":"Enhancing the accuracy of group recommendation using slope one","volume":"79","author":"Yannam","year":"2023","journal-title":"J. Supercomput."},{"key":"10.1016\/j.datak.2025.102553_b30","series-title":"Smart Systems and IoT: Innovations in Computing: Proceeding of SSIC 2019","first-page":"75","article-title":"Multi-criteria group recommender system based on analytical hierarchy process","author":"Choudhary","year":"2020"},{"issue":"5","key":"10.1016\/j.datak.2025.102553_b31","first-page":"1","article-title":"Multiple linear regression","volume":"5","author":"Tranmer","year":"2008","journal-title":"Cathie Marsh Cent. Census Surv. Res. (CCSR)"},{"key":"10.1016\/j.datak.2025.102553_b32","doi-asserted-by":"crossref","DOI":"10.1016\/j.eswa.2022.116695","article-title":"A novel top-n recommendation method for multi-criteria collaborative filtering","volume":"198","author":"Kaya","year":"2022","journal-title":"Expert Syst. Appl."},{"key":"10.1016\/j.datak.2025.102553_b33","series-title":"2019 International Conference on Intelligent Informatics and Biomedical Sciences","first-page":"205","article-title":"Research on text classification method based on PTF-idf and cosine similarity","author":"Liu","year":"2019"},{"key":"10.1016\/j.datak.2025.102553_b34","series-title":"Recommender Systems Handbook","first-page":"677","article-title":"Group recommender systems: Combining individual models","author":"Masthoff","year":"2010"},{"issue":"2","key":"10.1016\/j.datak.2025.102553_b35","doi-asserted-by":"crossref","first-page":"64","DOI":"10.1109\/MIS.2011.33","article-title":"Multicriteria user modeling in recommender systems","volume":"26","author":"Lakiotaki","year":"2011","journal-title":"IEEE Intell. Syst."},{"key":"10.1016\/j.datak.2025.102553_b36","doi-asserted-by":"crossref","unstructured":"H. Wang, Y. Lu, C. Zhai, Latent aspect rating analysis without aspect keyword supervision, in: Proceedings of the 17th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2011, pp. 618\u2013626.","DOI":"10.1145\/2020408.2020505"},{"key":"10.1016\/j.datak.2025.102553_b37","doi-asserted-by":"crossref","unstructured":"D. Jannach, Z. Karakaya, F. Gedikli, Accuracy improvements for multi-criteria recommender systems, in: Proceedings of the 13th ACM Conference on Electronic Commerce, 2012, pp. 674\u2013689.","DOI":"10.1145\/2229012.2229065"},{"key":"10.1016\/j.datak.2025.102553_b38","doi-asserted-by":"crossref","unstructured":"J. Gorla, N. Lathia, S. Robertson, J. Wang, Probabilistic group recommendation via information matching, in: Proceedings of the 22nd International Conference on World Wide Web, 2013, pp. 495\u2013504.","DOI":"10.1145\/2488388.2488432"},{"key":"10.1016\/j.datak.2025.102553_b39","doi-asserted-by":"crossref","first-page":"59","DOI":"10.1007\/978-3-319-75067-5_3","article-title":"Evaluating group recommender systems","author":"Felfernig","year":"2018","journal-title":"Group Recomm. Syst.: An Introd."}],"container-title":["Data &amp; Knowledge Engineering"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0169023X2500148X?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0169023X2500148X?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2026,2,2]],"date-time":"2026-02-02T09:05:58Z","timestamp":1770023158000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S0169023X2500148X"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,3]]},"references-count":39,"alternative-id":["S0169023X2500148X"],"URL":"https:\/\/doi.org\/10.1016\/j.datak.2025.102553","relation":{},"ISSN":["0169-023X"],"issn-type":[{"value":"0169-023X","type":"print"}],"subject":[],"published":{"date-parts":[[2026,3]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"The tendency-based multi-criteria group recommendation systems","name":"articletitle","label":"Article Title"},{"value":"Data & Knowledge Engineering","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.datak.2025.102553","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2026 Elsevier B.V. All rights are reserved, including those for text and data mining, AI training, and similar technologies.","name":"copyright","label":"Copyright"}],"article-number":"102553"}}