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Then, it introduces some good properties of this operator. At the same time, the LZN interval distribution induced weighted Maclaurin symmetric means operator (LZIDIWMSM) is obtained by combining LZN interval distribution induced OWA operator (LZIDIOWA) with the LZN weighted Maclaurin symmetric means operator (LZWMSM), which makes up for the defect that LZWMSM cannot be used for data integration alone. Finally, the two operators are used for multi-attribute group decision-making (MAGDM), and their effectiveness is verified by comparative analysis.<\/jats:p>","DOI":"10.3233\/kes-221592","type":"journal-article","created":{"date-parts":[[2023,8,29]],"date-time":"2023-08-29T11:40:32Z","timestamp":1693309232000},"page":"167-191","source":"Crossref","is-referenced-by-count":1,"title":["An integrated method for multi-attribute group decision-making based on the linguistic Z-number and MSM operators"],"prefix":"10.1177","volume":"27","author":[{"given":"Bo","family":"Chen","sequence":"first","affiliation":[{"name":"School of Mathematical Sciences, Sichuan Normal University, Chengdu, Sichuan, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Qiang","family":"Cai","sequence":"additional","affiliation":[{"name":"School of Business, Sichuan Normal University, Chengdu, Sichuan, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Guiwu","family":"Wei","sequence":"additional","affiliation":[{"name":"School of Mathematical Sciences, Sichuan Normal University, Chengdu, Sichuan, China"},{"name":"School of Business, Sichuan Normal University, Chengdu, Sichuan, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zhiwen","family":"Mo","sequence":"additional","affiliation":[{"name":"School of Mathematical Sciences, Sichuan Normal University, Chengdu, Sichuan, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"179","reference":[{"issue":"3","key":"10.3233\/KES-221592_ref1","doi-asserted-by":"crossref","first-page":"338","DOI":"10.1016\/S0019-9958(65)90241-X","article-title":"Fuzzy Sets","volume":"8","author":"Zadeh","year":"1965","journal-title":"Information and Control."},{"issue":"6","key":"10.3233\/KES-221592_ref2","doi-asserted-by":"crossref","first-page":"827","DOI":"10.1007\/s12559-017-9493-1","article-title":"Multi-Criteria Decision-Making Method Based on Distance Measure and Choquet Integral for Linguistic Z-Numbers","volume":"9","author":"Wang","year":"2017","journal-title":"Cognitive Computation."},{"issue":"14","key":"10.3233\/KES-221592_ref3","doi-asserted-by":"crossref","first-page":"2923","DOI":"10.1016\/j.ins.2011.02.022","article-title":"A Note on Z-numbers","volume":"181","author":"Zadeh","year":"2011","journal-title":"Information Sciences."},{"issue":"3","key":"10.3233\/KES-221592_ref4","doi-asserted-by":"crossref","first-page":"199","DOI":"10.1016\/0020-0255(75)90036-5","article-title":"The concept of a linguistic variable and its application to approximate reasoning\u00a0\u2013 I","volume":"8","author":"Zadeh","year":"1975","journal-title":"Information Sciences."},{"key":"10.3233\/KES-221592_ref5","doi-asserted-by":"crossref","unstructured":"Yager RR. 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