{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,20]],"date-time":"2026-03-20T02:20:31Z","timestamp":1773973231153,"version":"3.50.1"},"reference-count":47,"publisher":"Association for Computing Machinery (ACM)","issue":"2","license":[{"start":{"date-parts":[[2023,5,19]],"date-time":"2023-05-19T00:00:00Z","timestamp":1684454400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"crossref","award":["71874023, 71871149, and 71901182"],"award-info":[{"award-number":["71874023, 71871149, and 71901182"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"crossref"}]},{"DOI":"10.13039\/501100004912","name":"Sichuan University","doi-asserted-by":"crossref","award":["sksy12021-02"],"award-info":[{"award-number":["sksy12021-02"]}],"id":[{"id":"10.13039\/501100004912","id-type":"DOI","asserted-by":"crossref"}]},{"name":"Guangdong Province Universities and Colleges Pearl River Scholar Funded Scheme"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":["ACM Trans. Internet Technol."],"published-print":{"date-parts":[[2023,5,31]]},"abstract":"<jats:p>When making decisions, individuals often express their preferences linguistically. The computing with words methodology is a key basis for supporting linguistic decision making, and the words in that methodology may mean different things to different individuals. Thus, in this article, we propose a continual personalized individual semantics learning model to support a consensus-reaching process in large-scale linguistic group decision making. Specifically, we first derive personalized numerical scales from the data of linguistic preference relations. We then perform a clustering ensemble method to divide large-scale group and conduct consensus management. Finally, we present a case study of intelligent route optimization in shared mobility to illustrate the usability of our proposed model. We also demonstrate its effectiveness and feasibility through a comparative analysis.<\/jats:p>","DOI":"10.1145\/3533432","type":"journal-article","created":{"date-parts":[[2022,5,6]],"date-time":"2022-05-06T11:32:01Z","timestamp":1651836721000},"page":"1-27","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":18,"title":["Personalized Individual Semantics Learning to Support a Large-Scale Linguistic Consensus Process"],"prefix":"10.1145","volume":"23","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-0028-6796","authenticated-orcid":false,"given":"Yucheng","family":"Dong","sequence":"first","affiliation":[{"name":"Sichuan University"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0824-5817","authenticated-orcid":false,"given":"Qin","family":"Ran","sequence":"additional","affiliation":[{"name":"Sichuan University"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3448-8951","authenticated-orcid":false,"given":"Xiangrui","family":"Chao","sequence":"additional","affiliation":[{"name":"Sichuan University"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7199-4001","authenticated-orcid":false,"given":"Congcong","family":"Li","sequence":"additional","affiliation":[{"name":"Southwest Jiaotong University"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4485-6743","authenticated-orcid":false,"given":"Shui","family":"Yu","sequence":"additional","affiliation":[{"name":"University of Technology Sydney"}]}],"member":"320","published-online":{"date-parts":[[2023,5,19]]},"reference":[{"key":"e_1_3_2_2_2","volume-title":"Individual Values and Social Choice","author":"Arrow Kenneth J.","year":"2012","unstructured":"Kenneth J. Arrow. 2012. Individual Values and Social Choice (3rd ed.). Yale University Press, New Haven, CT.","edition":"3"},{"key":"e_1_3_2_3_2","doi-asserted-by":"publisher","DOI":"10.1287\/mnsc.1060.0540"},{"key":"e_1_3_2_4_2","doi-asserted-by":"publisher","DOI":"10.1109\/TFUZZ.2019.2949758"},{"key":"e_1_3_2_5_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejor.2020.05.047"},{"key":"e_1_3_2_6_2","doi-asserted-by":"publisher","DOI":"10.1007\/s10700-009-9065-2"},{"key":"e_1_3_2_7_2","doi-asserted-by":"publisher","DOI":"10.1109\/TSMC.2020.3043016"},{"key":"e_1_3_2_8_2","doi-asserted-by":"publisher","DOI":"10.1109\/91.493904"},{"key":"e_1_3_2_9_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejor.2013.04.046"},{"key":"e_1_3_2_10_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2020.08.018"},{"key":"e_1_3_2_11_2","doi-asserted-by":"publisher","DOI":"10.1109\/91.890332"},{"key":"e_1_3_2_12_2","doi-asserted-by":"publisher","DOI":"10.1002\/9780470599655"},{"key":"e_1_3_2_13_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2016.04.005"},{"key":"e_1_3_2_14_2","doi-asserted-by":"publisher","DOI":"10.1109\/TSMC.2020.3031086"},{"key":"e_1_3_2_15_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2019.06.003"},{"key":"e_1_3_2_16_2","doi-asserted-by":"publisher","DOI":"10.1109\/TFUZZ.2020.2999742"},{"key":"e_1_3_2_17_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2021.06.047"},{"key":"e_1_3_2_18_2","doi-asserted-by":"publisher","DOI":"10.1016\/0377-2217(88)90152-X"},{"key":"e_1_3_2_19_2","doi-asserted-by":"publisher","DOI":"10.1109\/TFUZZ.2018.2818078"},{"key":"e_1_3_2_20_2","doi-asserted-by":"publisher","DOI":"10.1145\/3430502"},{"key":"e_1_3_2_21_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2014.03.002"},{"key":"e_1_3_2_22_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2020.03.001"},{"key":"e_1_3_2_23_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2017.09.012"},{"key":"e_1_3_2_24_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2021.02.024"},{"key":"e_1_3_2_25_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2020.05.009"},{"key":"e_1_3_2_26_2","doi-asserted-by":"publisher","DOI":"10.1007\/s10726-007-9075-9"},{"key":"e_1_3_2_27_2","doi-asserted-by":"publisher","DOI":"10.1109\/TFUZZ.2013.2262769"},{"key":"e_1_3_2_28_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.apr.2019.09.009"},{"key":"e_1_3_2_29_2","doi-asserted-by":"publisher","DOI":"10.5555\/539444"},{"key":"e_1_3_2_30_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2020.01.006"},{"key":"e_1_3_2_31_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.cie.2017.11.025"},{"key":"e_1_3_2_32_2","doi-asserted-by":"publisher","DOI":"10.1109\/TFUZZ.2018.2857720"},{"key":"e_1_3_2_33_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2018.01.011"},{"key":"e_1_3_2_34_2","doi-asserted-by":"publisher","DOI":"10.1145\/3414841"},{"key":"e_1_3_2_35_2","doi-asserted-by":"publisher","DOI":"10.1109\/TFUZZ.2009.2032172"},{"key":"e_1_3_2_36_2","doi-asserted-by":"publisher","DOI":"10.1016\/0165-0114(78)90017-9"},{"key":"e_1_3_2_37_2","doi-asserted-by":"publisher","DOI":"10.1016\/S0377-2217(02)00725-7"},{"key":"e_1_3_2_38_2","doi-asserted-by":"publisher","DOI":"10.1002\/int.20262"},{"key":"e_1_3_2_39_2","doi-asserted-by":"publisher","DOI":"10.1080\/01621459.1963.10500845"},{"key":"e_1_3_2_40_2","first-page":"281","article-title":"Some methods for classification and analysis of multivariate observations","volume":"5","author":"MacQueen James","year":"1967","unstructured":"James MacQueen. 1967. Some methods for classification and analysis of multivariate observations. Proceedings of the Berkeley Symposium on Mathematical Statistics and Probability 5.1 (Jan 1967), 281\u2013297.","journal-title":"Proceedings of the Berkeley Symposium on Mathematical Statistics and Probability"},{"key":"e_1_3_2_41_2","volume-title":"Linear Programming and Extensions","author":"Dantzig George","year":"1963","unstructured":"George Dantzig. 1963. Linear Programming and Extensions. Princeton University Press, Princeton, NJ."},{"key":"e_1_3_2_42_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2019.12.004"},{"key":"e_1_3_2_43_2","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2016.2615180"},{"key":"e_1_3_2_44_2","doi-asserted-by":"publisher","DOI":"10.1145\/2837024"},{"key":"e_1_3_2_45_2","doi-asserted-by":"publisher","DOI":"10.1145\/3419634"},{"key":"e_1_3_2_46_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2019.03.001"},{"key":"e_1_3_2_47_2","doi-asserted-by":"publisher","DOI":"10.1109\/TFUZZ.2011.2170076"},{"key":"e_1_3_2_48_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2012.01.006"}],"container-title":["ACM Transactions on Internet Technology"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3533432","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3533432","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T19:00:17Z","timestamp":1750186817000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3533432"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,5,19]]},"references-count":47,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2023,5,31]]}},"alternative-id":["10.1145\/3533432"],"URL":"https:\/\/doi.org\/10.1145\/3533432","relation":{},"ISSN":["1533-5399","1557-6051"],"issn-type":[{"value":"1533-5399","type":"print"},{"value":"1557-6051","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,5,19]]},"assertion":[{"value":"2021-04-30","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2022-04-24","order":1,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2023-05-19","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}