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However, in real-world decision-making processes, users often prefer to express their preferences for items linguistically rather than numerically. Inspired by this, we propose a probabilistic linguistic term set\u2013based item similarity method that transforms absolute ratings into linguistic terms to capture the degree of importance users place on explicit aspects and opinions. Furthermore, we take into account the positive impact of users\u2019 preferred consistency towards items on similarity results and introduce a Bhattacharyya coefficient\u2013based item tendency to adjust semantic similarities, enhancing the reliability of predictions. In addition, we account for the asymmetric relation between items when selecting appropriate neighbours to optimise rating predictions. The experiments on two benchmark data sets indicate that our method outperforms existing similarity methods across various evaluation metrics. Specifically, compared with the state-of-the-art method, intuitionistic fuzzy set\u2013based hybrid similarity model (IFS-HSM), the proposed model improves the performance by at least 2.1% and 1.9%, respectively, within the metrics mean absolute error (\n                    <jats:italic toggle=\"yes\">MAE<\/jats:italic>\n                    ) and\n                    <jats:italic toggle=\"yes\">F<\/jats:italic>\n                    1. Moreover, our approach provides a new insight for measuring similarity between items from both qualitative and quantitative perspectives.\n                  <\/jats:p>","DOI":"10.1177\/01655515231220172","type":"journal-article","created":{"date-parts":[[2024,1,12]],"date-time":"2024-01-12T05:59:41Z","timestamp":1705039181000},"page":"746-762","update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":1,"title":["A linguistically asymmetric similarity decision model integrating item tendency for rating predictions"],"prefix":"10.1177","volume":"52","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-4761-132X","authenticated-orcid":false,"given":"Deng","family":"Jiangzhou","sequence":"first","affiliation":[{"name":"Key Laboratory of Electronic Commerce and Logistics of Chongqing, Chongqing University of Posts and Telecommunications, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Wang","family":"Songli","sequence":"additional","affiliation":[{"name":"Key Laboratory of Electronic Commerce and Logistics of Chongqing, Chongqing University of Posts and Telecommunications, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Wu","family":"Qi","sequence":"additional","affiliation":[{"name":"Key Laboratory of Electronic Commerce and Logistics of Chongqing, Chongqing University of Posts and Telecommunications, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ye","family":"Jianmei","sequence":"additional","affiliation":[{"name":"Key Laboratory of Electronic Commerce and Logistics of Chongqing, Chongqing University of Posts and Telecommunications, China; School of Business, Sichuan University, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5247-043X","authenticated-orcid":false,"given":"Wang","family":"Yong","sequence":"additional","affiliation":[{"name":"Key Laboratory of Electronic Commerce and Logistics of Chongqing, Chongqing University of Posts and Telecommunications, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"179","published-online":{"date-parts":[[2024,1,12]]},"reference":[{"key":"e_1_3_4_2_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2015.07.001"},{"key":"e_1_3_4_3_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.ipm.2019.102153"},{"key":"e_1_3_4_4_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.ipm.2021.102666"},{"key":"e_1_3_4_5_2","first-page":"895","volume-title":"International conference on World Wide Web","author":"Shumeet B","unstructured":"Shumeet B, Seth R, Sivakumar D, et al. 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