{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T03:10:30Z","timestamp":1777605030845,"version":"3.51.4"},"reference-count":25,"publisher":"Springer Science and Business Media LLC","issue":"4","license":[{"start":{"date-parts":[[2022,1,30]],"date-time":"2022-01-30T00:00:00Z","timestamp":1643500800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2022,1,30]],"date-time":"2022-01-30T00:00:00Z","timestamp":1643500800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"funder":[{"name":"Humanity and Social Science Foundation of Ministry of Education of China","award":["19YJA630119"],"award-info":[{"award-number":["19YJA630119"]}]},{"name":"Natural Science Basic Research Program of Shaanxi","award":["2021JM-077"],"award-info":[{"award-number":["2021JM-077"]}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Fuzzy Optim Decis Making"],"published-print":{"date-parts":[[2022,12]]},"DOI":"10.1007\/s10700-021-09378-5","type":"journal-article","created":{"date-parts":[[2022,1,30]],"date-time":"2022-01-30T17:02:16Z","timestamp":1643562136000},"page":"605-647","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["Multilinear target-based decision analysis with hybrid-information targets and performance levels"],"prefix":"10.1007","volume":"21","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-9914-6274","authenticated-orcid":false,"given":"Xinwei","family":"Zhang","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9520-1651","authenticated-orcid":false,"given":"Qiong","family":"Feng","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shurong","family":"Tong","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hakki","family":"Eres","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2022,1,30]]},"reference":[{"key":"9378_CR1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-15305-2","volume-title":"Discrete fuzzy measures: computational aspects","author":"G Beliakov","year":"2020","unstructured":"Beliakov, G., James, S., & Wu, J. Z. (2020). Discrete fuzzy measures: computational aspects. Springer."},{"key":"9378_CR2","doi-asserted-by":"publisher","first-page":"825","DOI":"10.1287\/mnsc.19.7.825","volume":"19","author":"MH Berhold","year":"1973","unstructured":"Berhold, M. H. (1973). The use of distribution functions to represent utility functions. Management Science, 19, 825\u2013829. https:\/\/doi.org\/10.1287\/mnsc.19.7.825","journal-title":"Management Science"},{"key":"9378_CR3","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1287\/opre.1030.0093","volume":"20","author":"K Borch","year":"1968","unstructured":"Borch, K. (1968). Decision rules depending on the probability of ruin. Oxford Economic Papers, 20, 1\u201310. https:\/\/doi.org\/10.1287\/opre.1030.0093","journal-title":"Oxford Economic Papers"},{"issue":"6","key":"9378_CR4","doi-asserted-by":"publisher","first-page":"823","DOI":"10.1287\/opre.1030.0093","volume":"52","author":"RF Bordley","year":"2004","unstructured":"Bordley, R. F., & Kirkwood, C. W. (2004). Multiattribute preference analysis with performance targets. Operations Research, 52(6), 823\u2013835. https:\/\/doi.org\/10.1287\/opre.1030.0093","journal-title":"Operations Research"},{"key":"9378_CR5","doi-asserted-by":"publisher","first-page":"53","DOI":"10.1007\/s102030050005","volume":"23","author":"RF Bordley","year":"2000","unstructured":"Bordley, R. F., & Licalzi, M. (2000). Decision analysis using targets instead of utility functions. Decisions in Economics and Finance, 23, 53\u201374. https:\/\/doi.org\/10.1007\/s102030050005","journal-title":"Decisions in Economics and Finance"},{"key":"9378_CR6","doi-asserted-by":"publisher","first-page":"281","DOI":"10.1007\/BF00136129","volume":"41","author":"E Castagnoli","year":"1996","unstructured":"Castagnoli, E., & Licalzi, M. (1996). Expected utility without utility. Theory and Decision, 41, 281\u2013301. https:\/\/doi.org\/10.1007\/BF00136129","journal-title":"Theory and Decision"},{"key":"9378_CR7","doi-asserted-by":"publisher","first-page":"136","DOI":"10.1016\/j.omega.2013.07.003","volume":"44","author":"B Feng","year":"2014","unstructured":"Feng, B., & Lai, F. J. (2014). Multi-attribute group decision making with aspirations: A case study. Omega-International Journal of Management Science, 44, 136\u2013147. https:\/\/doi.org\/10.1016\/j.omega.2013.07.003","journal-title":"Omega-International Journal of Management Science"},{"key":"9378_CR8","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-30690-2","volume-title":"Set Functions, Games and Capacities in Decision Making","author":"M Grabisch","year":"2016","unstructured":"Grabisch, M. (2016). Set Functions, Games and Capacities in Decision Making. Springer."},{"issue":"3","key":"9378_CR9","doi-asserted-by":"publisher","first-page":"255","DOI":"10.1007\/s10700-007-9011-0","volume":"6","author":"VN Huynh","year":"2007","unstructured":"Huynh, V. N., Nakamori, Y., Ryoke, M., & Ho, T. B. (2007). Decision making under uncertainty with fuzzy targets. Fuzzy Optimization and Decision Making, 6(3), 255\u2013278. https:\/\/doi.org\/10.1007\/s10700-007-9011-0","journal-title":"Fuzzy Optimization and Decision Making"},{"issue":"4","key":"9378_CR10","doi-asserted-by":"publisher","first-page":"575","DOI":"10.1109\/TEM.2009.2025494","volume":"57","author":"VN Huynh","year":"2010","unstructured":"Huynh, V. N., Yan, H. B., & Nakamori, Y. (2010). A target-based decision-making approach to consumer-oriented evaluation model for Japanese traditional crafts. IEEE Transactions on Engineering Management, 57(4), 575\u2013588. https:\/\/doi.org\/10.1109\/TEM.2009.2025494","journal-title":"IEEE Transactions on Engineering Management"},{"key":"9378_CR11","doi-asserted-by":"publisher","DOI":"10.1017\/CBO9781139174084","volume-title":"Decisions with multiple objectives: Preferences and value tradeoffs New York","author":"RL Keeney","year":"1993","unstructured":"Keeney, R. L., & Raiffa, H. (1993). Decisions with multiple objectives: Preferences and value tradeoffs New York. Cambridge University Press."},{"key":"9378_CR12","doi-asserted-by":"publisher","first-page":"106793","DOI":"10.1016\/j.ress.2020.106793","volume":"197","author":"F Kosanoglu","year":"2020","unstructured":"Kosanoglu, F., & Bierb, M. (2020). Target-oriented utility for interdiction of transportation networks. Reliability Engineering & System Safety, 197, 106793. https:\/\/doi.org\/10.1016\/j.ress.2020.106793","journal-title":"Reliability Engineering & System Safety"},{"issue":"1","key":"9378_CR13","doi-asserted-by":"publisher","first-page":"11195","DOI":"10.1002\/int.22379","volume":"7","author":"M Lin","year":"2021","unstructured":"Lin, M., Chen, Z., Chen, R., & Fujita, H. (2021a). Evaluation of startup companies using multicriteria decision making based on hesitant fuzzy linguistic information envelopment analysis models. International Journal of Intelligent Systems, 7(1), 11195\u201311208. https:\/\/doi.org\/10.1002\/int.22379","journal-title":"International Journal of Intelligent Systems"},{"key":"9378_CR14","doi-asserted-by":"publisher","first-page":"1025","DOI":"10.1007\/s40747-020-00261-1","volume":"7","author":"M Lin","year":"2021","unstructured":"Lin, M., Huang, C., Chen, R., Fujita, H., & Wang, X. (2021b). Directional correlation coefficient measures for Pythagorean fuzzy sets: Their applications to medical diagnosis and cluster analysis. Complex Intelligent Systems, 7, 1025\u20131043. https:\/\/doi.org\/10.1007\/s40747-020-00261-1","journal-title":"Complex Intelligent Systems"},{"issue":"4","key":"9378_CR15","doi-asserted-by":"publisher","first-page":"3647","DOI":"10.1007\/s10462-019-09774-9","volume":"53","author":"M Lin","year":"2020","unstructured":"Lin, M., Wang, H., & Xu, Z. (2020). TODIM-based multi-criteria decision-making method with hesitant fuzzy linguistic term sets. Artificial Intelligence Review, 53(4), 3647\u20133671. https:\/\/doi.org\/10.1007\/s10462-019-09774-9","journal-title":"Artificial Intelligence Review"},{"issue":"8","key":"9378_CR16","doi-asserted-by":"publisher","first-page":"1233","DOI":"10.1002\/int.22240","volume":"35","author":"M Lin","year":"2020","unstructured":"Lin, M., Zhan, Q., & Xu, Z. (2020). Decision making with probabilistic hesitant fuzzy information based on multiplicative consistency. International Journal of Intelligent Systems, 35(8), 1233\u20131261. https:\/\/doi.org\/10.1002\/int.22240","journal-title":"International Journal of Intelligent Systems"},{"key":"9378_CR17","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.cie.2017.06.020","volume":"354","author":"FL Spizzichino","year":"2019","unstructured":"Spizzichino, F. L. (2019). On the probabilistic meaning of copula-based extensions of fuzzy measures. Applications to target-based utilities and multi-state reliability systems. Fuzzy Sets Systems, 354, 1\u201319. https:\/\/doi.org\/10.1016\/j.cie.2017.06.020","journal-title":"Fuzzy Sets Systems"},{"issue":"3","key":"9378_CR18","doi-asserted-by":"publisher","first-page":"94","DOI":"10.1287\/deca.1060.0068","volume":"3","author":"I Tsetlin","year":"2006","unstructured":"Tsetlin, I., & Winkler, R. L. (2006). On equivalent target-oriented formulations for multiattribute utility. Decision Analysis, 3(3), 94\u201399. https:\/\/doi.org\/10.1287\/deca.1060.0068","journal-title":"Decision Analysis"},{"issue":"2","key":"9378_CR19","doi-asserted-by":"publisher","first-page":"226","DOI":"10.1287\/opre.1060.0343","volume":"55","author":"I Tsetlin","year":"2007","unstructured":"Tsetlin, I., & Winkler, R. L. (2007). Decision making with multiattribute performance targets: The impact of changes in performance and target distributions. Operations Research, 55(2), 226\u2013233. https:\/\/doi.org\/10.1287\/opre.1060.0343","journal-title":"Operations Research"},{"key":"9378_CR20","doi-asserted-by":"publisher","first-page":"12529","DOI":"10.1109\/ACCESS.2019.2892844","volume":"7","author":"H Wang","year":"2019","unstructured":"Wang, H., Xu, C., Xu, Z. S., Zeng, X. J., & Pedrycz, W. (2019). An aspiration-based approach for qualitative decision-making with complex linguistic expressions. IEEE Access, 7, 12529\u201312546. https:\/\/doi.org\/10.1109\/ACCESS.2019.2892844","journal-title":"IEEE Access"},{"key":"9378_CR21","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.inffus.2017.11.010","volume":"43","author":"H Wang","year":"2017","unstructured":"Wang, H., Xu, Z., & Zeng, X. (2017). Hesitant fuzzy linguistic term sets for linguistic decision making: Current developments, issues and challenges. Information Fusion, 43, 1\u201312. https:\/\/doi.org\/10.1016\/j.inffus.2017.11.010","journal-title":"Information Fusion"},{"key":"9378_CR22","doi-asserted-by":"publisher","first-page":"37","DOI":"10.1016\/j.ins.2017.12.036","volume":"433","author":"H Wang","year":"2018","unstructured":"Wang, H., Xu, Z., & Zeng, X. (2018). Linguistic terms with weakened hedges: A model for qualitative decision making under uncertainty. Information Sciences an International Journal, 433, 37\u201354. https:\/\/doi.org\/10.1016\/j.ins.2017.12.036","journal-title":"Information Sciences an International Journal"},{"issue":"4","key":"9378_CR23","doi-asserted-by":"publisher","first-page":"435","DOI":"10.1007\/s10700-010-9086-x","volume":"9","author":"JZ Wu","year":"2010","unstructured":"Wu, J. Z., & Zhang, Q. (2010). 2-order additive fuzzy measure identification method based on diamond pairwise comparison and maximum entropy principle. Fuzzy Optimization and Decision Making, 9(4), 435\u2013453. https:\/\/doi.org\/10.1007\/s10700-010-9086-x","journal-title":"Fuzzy Optimization and Decision Making"},{"key":"9378_CR24","doi-asserted-by":"publisher","first-page":"21","DOI":"10.1016\/j.ins.2013.03.050","volume":"240","author":"HB Yan","year":"2013","unstructured":"Yan, H. B., Huynh, V. N., Ma, T., & Nakamori, Y. (2013). Non-additive multi-attribute fuzzy target-oriented decision analysis. Information Sciences, 240, 21\u201344. https:\/\/doi.org\/10.1016\/j.ins.2013.03.050","journal-title":"Information Sciences"},{"issue":"21","key":"9378_CR25","doi-asserted-by":"publisher","first-page":"4080","DOI":"10.1016\/j.ins.2008.06.023","volume":"178","author":"HB Yan","year":"2008","unstructured":"Yan, H. B., Huynh, V. N., Murai, T., & Nakamori, Y. (2008). Kansei evaluation based on prioritized multi-attribute fuzzy target-oriented decision analysis. Information Sciences, 178(21), 4080\u20134093. https:\/\/doi.org\/10.1016\/j.ins.2008.06.023","journal-title":"Information Sciences"}],"container-title":["Fuzzy Optimization and Decision Making"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10700-021-09378-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s10700-021-09378-5\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10700-021-09378-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,4,8]],"date-time":"2025-04-08T12:11:06Z","timestamp":1744114266000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s10700-021-09378-5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,1,30]]},"references-count":25,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2022,12]]}},"alternative-id":["9378"],"URL":"https:\/\/doi.org\/10.1007\/s10700-021-09378-5","relation":{},"ISSN":["1568-4539","1573-2908"],"issn-type":[{"value":"1568-4539","type":"print"},{"value":"1573-2908","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,1,30]]},"assertion":[{"value":"25 November 2021","order":1,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"30 January 2022","order":2,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors have no conflicts of interest to declare that are relevant to the content of this article.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}},{"value":"Written informed consent for publication was obtained from all participants.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Consent for publication"}}]}}