{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,25]],"date-time":"2026-06-25T12:03:14Z","timestamp":1782388994992,"version":"3.54.5"},"reference-count":25,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2019,6,3]],"date-time":"2019-06-03T00:00:00Z","timestamp":1559520000000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2019,6,3]],"date-time":"2019-06-03T00:00:00Z","timestamp":1559520000000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61772250"],"award-info":[{"award-number":["61772250"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61672127"],"award-info":[{"award-number":["61672127"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Int. J. Mach. Learn. & Cyber."],"published-print":{"date-parts":[[2020,1]]},"DOI":"10.1007\/s13042-019-00965-y","type":"journal-article","created":{"date-parts":[[2019,6,3]],"date-time":"2019-06-03T22:16:59Z","timestamp":1559600219000},"page":"169-184","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["Knowledge reasoning approach with linguistic-valued intuitionistic fuzzy credibility"],"prefix":"10.1007","volume":"11","author":[{"given":"Yunxia","family":"Zhang","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Degen","family":"Huang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hongmei","family":"Lin","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Li","family":"Zou","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2019,6,3]]},"reference":[{"issue":"13","key":"965_CR1","doi-asserted-by":"publisher","first-page":"5125","DOI":"10.1016\/j.eswa.2013.03.019","volume":"40","author":"K Jochen","year":"2013","unstructured":"Jochen K, Alexandra S, Gerhard A (2013) Consumer credit risk: individual probability estimates using machine learning. Expert Syst Appl 40(13):5125\u20135131","journal-title":"Expert Syst Appl"},{"key":"965_CR2","doi-asserted-by":"publisher","first-page":"36","DOI":"10.1016\/j.eswa.2016.07.017","volume":"64","author":"M Ala\u2019raj","year":"2016","unstructured":"Ala\u2019raj M, Abbod MF (2016) A new hybrid ensemble credit scoring model based on classifiers consensus system approach. Expert Syst Appl 64:36\u201355","journal-title":"Expert Syst Appl"},{"issue":"3","key":"965_CR3","doi-asserted-by":"publisher","first-page":"338","DOI":"10.1016\/S0019-9958(65)90241-X","volume":"8","author":"LA Zadeh","year":"1965","unstructured":"Zadeh LA (1965) Fuzzy sets. Inf Control 8(3):338\u2013353","journal-title":"Inf Control"},{"issue":"2","key":"965_CR4","doi-asserted-by":"publisher","first-page":"120","DOI":"10.1080\/03081077508960848","volume":"2","author":"LA Zadeh","year":"1975","unstructured":"Zadeh LA (1975) Introduction to theory of fuzzy sets. Int J Gen Syst 2(2):120\u2013121","journal-title":"Int J Gen Syst"},{"issue":"2","key":"965_CR5","doi-asserted-by":"publisher","first-page":"103","DOI":"10.1109\/91.493904","volume":"4","author":"LA Zadeh","year":"1996","unstructured":"Zadeh LA (1996) Fuzzy logic equals computing with words. IEEE Trans Fuzzy Syst 4(2):103\u2013111","journal-title":"IEEE Trans Fuzzy Syst"},{"key":"965_CR6","doi-asserted-by":"publisher","first-page":"112","DOI":"10.1016\/j.fss.2014.04.006","volume":"263","author":"M Mokarram","year":"2015","unstructured":"Mokarram M, Khoei A, Hadidi K (2015) CMOS fuzzy logic controller supporting fractional polynomial membership functions. Fuzzy Sets Syst 263:112\u2013126","journal-title":"Fuzzy Sets Syst"},{"issue":"8","key":"965_CR7","doi-asserted-by":"publisher","first-page":"4126","DOI":"10.1016\/j.eswa.2015.01.003","volume":"42","author":"A Mardani","year":"2015","unstructured":"Mardani A, Jusoh A, Zavadskas EK (2015) Fuzzy multiple criteria decision-making techniques and applications\u2014two decades review from 1994 to 2014. Expert Syst Appl 42(8):4126\u20134148","journal-title":"Expert Syst Appl"},{"issue":"4","key":"965_CR8","doi-asserted-by":"publisher","first-page":"1039","DOI":"10.1007\/s00521-016-2488-0","volume":"29","author":"ZM Zhang","year":"2018","unstructured":"Zhang ZM (2018) Trapezoidal interval type-2 fuzzy aggregation operators and their application to multiple attribute group decision making. Neural Comput Appl 29(4):1039\u20131054","journal-title":"Neural Comput Appl"},{"key":"965_CR9","doi-asserted-by":"publisher","first-page":"85","DOI":"10.1016\/j.fss.2013.05.009","volume":"257","author":"J Chamorro-Martinez","year":"2014","unstructured":"Chamorro-Martinez J, Sanchez D, Soto-Hidalgo JM et al (2014) A discussion on fuzzy cardinality and quantification. Some applications in image processing. Fuzzy Sets Syst 257:85\u2013101","journal-title":"Fuzzy Sets Syst"},{"key":"965_CR10","doi-asserted-by":"publisher","first-page":"328","DOI":"10.1016\/j.ins.2016.06.028","volume":"378","author":"HY Zhang","year":"2017","unstructured":"Zhang HY, Yang SY (2017) Features selection and approximate reasoning of large-scale set-valued decision tables based on alpha-dominance-based quantitative rough sets. Inf Sci 378:328\u2013347","journal-title":"Inf Sci"},{"issue":"3","key":"965_CR11","first-page":"229","volume":"12","author":"J Liu","year":"2002","unstructured":"\u00a0Liu\u00a0J, Ruan\u00a0D,\u00a0Carchon\u00a0R\u00a0(2002)\u00a0Synthesis and evaluation analysis of the indicator information in nuclear safeguards applications by computing with words.\u00a0Int J Appl Math Comput Sci 12(3):229\u2013462","journal-title":"Int J Appl Math Comput Sci"},{"key":"965_CR12","first-page":"20","volume":"28","author":"Y Xu","year":"1993","unstructured":"Xu Y (1993) Lattice implication algebra. J Southwest Jiaotong Univ 28:20\u201327","journal-title":"J Southwest Jiaotong Univ"},{"key":"965_CR13","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-44847-1","volume-title":"Lattice-valued logic: an alternative approach to treat fuzziness and incomparability","author":"Y Xu","year":"2003","unstructured":"Xu Y, Ruan D, Qin KY, Liu J (2003) Lattice-valued logic: an alternative approach to treat fuzziness and incomparability. Springer, Heidelberg"},{"issue":"1","key":"965_CR14","doi-asserted-by":"publisher","first-page":"312","DOI":"10.2991\/ijcis.2017.10.1.21","volume":"10","author":"X Liu","year":"2017","unstructured":"Liu X, Wang Y, Li XN et al (2017) A linguistic-valued approximate reasoning approach for financial decision making. Int J Comput Intell Syst 10(1):312\u2013319","journal-title":"Int J Comput Intell Syst"},{"issue":"4","key":"965_CR15","doi-asserted-by":"publisher","first-page":"611","DOI":"10.1007\/s13042-016-0551-x","volume":"9","author":"H Zhu","year":"2018","unstructured":"Zhu H, Xu Y (2018) On derivations of linguistic truth-valued lattice implication algebras. Int J Mach Learn Cybern 9(4):611\u2013620","journal-title":"Int J Mach Learn Cybern"},{"issue":"1","key":"965_CR16","doi-asserted-by":"publisher","first-page":"53","DOI":"10.2991\/ijcis.2015.8.1.5","volume":"8","author":"L Zou","year":"2015","unstructured":"Zou L, Zhang YX, Liu X (2015) Linguistic-valued approximate reasoning with lattice ordered linguistic-valued credibility. Int J Comput Intell Syst 8(1):53\u201361","journal-title":"Int J Comput Intell Syst"},{"key":"965_CR17","unstructured":"Atanassov K (1983) \u201cIntuitionistic fuzzy sets\u201d. In: Sgurev V (ed) VII ITKR\u2019s Session, Sofia, Jun. 1983"},{"key":"965_CR18","doi-asserted-by":"publisher","first-page":"87","DOI":"10.1016\/S0165-0114(86)80034-3","volume":"20","author":"K Atanassov","year":"1986","unstructured":"Atanassov K (1986) Intuitionistic fuzzy sets. Fuzzy Sets Syst 20:87\u201396","journal-title":"Fuzzy Sets Syst"},{"issue":"3","key":"965_CR19","doi-asserted-by":"publisher","first-page":"447","DOI":"10.3233\/IFS-2012-0565","volume":"24","author":"L Zou","year":"2012","unstructured":"Zou L, Peng S, Pei Z, Xu Y (2012) On an algebra of linguistic truth-valued intuitionistic lattice-valued logic. J Intell Fuzzy Syst 24(3):447\u2013457","journal-title":"J Intell Fuzzy Syst"},{"key":"965_CR20","doi-asserted-by":"publisher","first-page":"28","DOI":"10.1109\/TSMC.1973.5408575","volume":"3","author":"LA Zadeh","year":"1973","unstructured":"Zadeh LA (1973) Outline of a new approach to the analysis of complex system sand decision processes. IEEE Trans Syst Man Cybern 3:28\u201344","journal-title":"IEEE Trans Syst Man Cybern"},{"key":"965_CR21","doi-asserted-by":"publisher","first-page":"202","DOI":"10.1016\/j.ins.2014.11.024","volume":"297","author":"BK Zhou","year":"2015","unstructured":"Zhou BK, Xu GQ, Li SJ (2015) The quintuple implication principle of fuzzy reasoning. Inf Sci 297:202\u2013215","journal-title":"Inf Sci"},{"issue":"2","key":"965_CR22","doi-asserted-by":"publisher","first-page":"1017","DOI":"10.1109\/TSMCB.2003.818558","volume":"34","author":"VG Kaburlasos","year":"2004","unstructured":"Kaburlasos VG (2004) FINs: lattice theoretic tools for improving prediction of sugar production from populations of measurements. IEEE Trans Syst Man Cybern Part B Cybern 34(2):1017\u20131030","journal-title":"IEEE Trans Syst Man Cybern Part B Cybern"},{"key":"965_CR23","doi-asserted-by":"publisher","first-page":"266","DOI":"10.1016\/j.ins.2013.08.040","volume":"258","author":"SW Chen","year":"2014","unstructured":"Chen SW, Liu J, Wang H et al (2014) A linguistic multi-criteria decision making approach based on logical reasoning. Inf Sci 258:266\u2013276","journal-title":"Inf Sci"},{"key":"965_CR24","first-page":"481","volume":"10585","author":"YY Shi","year":"2017","unstructured":"Shi YY, Zou L, Xu YY et al (2017) Linguistic truth-valued multi-attribute decision making approach based on TOPSIS, IDEAL 2017. LNCS 10585:481\u2013488","journal-title":"LNCS"},{"key":"965_CR25","doi-asserted-by":"publisher","first-page":"201","DOI":"10.1016\/j.ins.2015.07.048","volume":"327","author":"L Zou","year":"2016","unstructured":"Zou L, Wen X, Wang YX (2016) Linguistic truth-valued intuitionistic fuzzy reasoning with applications in human factors engineering. Inf Sci 327:201\u2013216","journal-title":"Inf Sci"}],"container-title":["International Journal of Machine Learning and Cybernetics"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s13042-019-00965-y.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s13042-019-00965-y\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s13042-019-00965-y.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,6,2]],"date-time":"2020-06-02T01:00:19Z","timestamp":1591059619000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s13042-019-00965-y"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,6,3]]},"references-count":25,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2020,1]]}},"alternative-id":["965"],"URL":"https:\/\/doi.org\/10.1007\/s13042-019-00965-y","relation":{},"ISSN":["1868-8071","1868-808X"],"issn-type":[{"value":"1868-8071","type":"print"},{"value":"1868-808X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,6,3]]},"assertion":[{"value":"23 August 2018","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"8 May 2019","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"3 June 2019","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}