{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,6]],"date-time":"2025-11-06T15:56:20Z","timestamp":1762444580699,"version":"3.37.3"},"reference-count":51,"publisher":"Springer Science and Business Media LLC","issue":"4","license":[{"start":{"date-parts":[[2015,12,31]],"date-time":"2015-12-31T00:00:00Z","timestamp":1451520000000},"content-version":"tdm","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":["71571090"],"award-info":[{"award-number":["71571090"]}],"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":[[2017,8]]},"DOI":"10.1007\/s13042-015-0481-z","type":"journal-article","created":{"date-parts":[[2015,12,31]],"date-time":"2015-12-31T02:04:04Z","timestamp":1451527444000},"page":"1107-1117","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":17,"title":["A novel decision making approach based on intuitionistic fuzzy soft sets"],"prefix":"10.1007","volume":"8","author":[{"given":"Haiyan","family":"Zhao","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Weimin","family":"Ma","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Bingzhen","family":"Sun","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2015,12,31]]},"reference":[{"key":"481_CR1","doi-asserted-by":"crossref","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 8:338\u2013353","journal-title":"Inf Control"},{"key":"481_CR2","doi-asserted-by":"crossref","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"},{"key":"481_CR3","doi-asserted-by":"crossref","first-page":"341","DOI":"10.1007\/BF01001956","volume":"11","author":"Z Pawlak","year":"1982","unstructured":"Pawlak Z (1982) Rough sets. Int J Inf Comput 11:341\u2013356","journal-title":"Int J Inf Comput"},{"key":"481_CR4","doi-asserted-by":"crossref","first-page":"817","DOI":"10.1016\/j.knosys.2010.05.006","volume":"23","author":"Yan Ruixia","year":"2010","unstructured":"Ruixia Yan, Jianguo Zheng, Jinliang Liu, Yuming Zhai (2010) Research on the model of rough set over dual-universes. Knowl-Based Syst 23:817\u2013822","journal-title":"Knowl-Based Syst"},{"issue":"2","key":"481_CR5","doi-asserted-by":"crossref","first-page":"610","DOI":"10.1109\/21.229476","volume":"23","author":"WL Gau","year":"1993","unstructured":"Gau WL, Buehrer DJ (1993) Vague sets. IEEE Trans Syst Man Cabernet 23(2):610\u2013614","journal-title":"IEEE Trans Syst Man Cabernet"},{"key":"481_CR6","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/0165-0114(87)90148-5","volume":"21","author":"MB Gorzalzany","year":"1987","unstructured":"Gorzalzany MB (1987) A method of inference in approximate reasoning based on interval-valued fuzzy sets. Fuzzy Sets Syst 21:1\u201317","journal-title":"Fuzzy Sets Syst"},{"key":"481_CR7","doi-asserted-by":"crossref","first-page":"180","DOI":"10.1016\/j.ins.2014.06.045","volume":"284","author":"BZ Sun","year":"2014","unstructured":"Sun BZ, Ma WM, Chen DG (2014) Rough approximation of a fuzzy concept on a hybrid attribute information system and its uncertainty measure. Inf Sci 284:180\u2013196","journal-title":"Inf Sci"},{"key":"481_CR8","doi-asserted-by":"crossref","first-page":"180","DOI":"10.1016\/j.ins.2014.06.045","volume":"283","author":"BZ Sun","year":"2015","unstructured":"Sun BZ, Ma WM, Zhao HY (2015) Decision-theoretic rough fuzzy set model and application. Inf Sci 283:180\u2013196","journal-title":"Inf Sci"},{"issue":"7","key":"481_CR9","doi-asserted-by":"crossref","first-page":"1262","DOI":"10.1109\/TCYB.2014.2348012","volume":"45","author":"R Wang","year":"2015","unstructured":"Wang R, Kwon S, Wang XZ, Jiang QS (2015) Segment based decision tree induction with continuous valued attributes. IEEE Trans Cybernet 45(7):1262\u20131275","journal-title":"IEEE Trans Cybernet"},{"issue":"4","key":"481_CR10","doi-asserted-by":"crossref","first-page":"743","DOI":"10.3233\/IDA-150743","volume":"19","author":"SX Lu","year":"2015","unstructured":"Lu SX, Wang XZ, Zhang GQ, Zhou X (2015) Effective algorithms of the Moore\u2013Penrose inverse matrices for extreme learning machine. Intell Data Anal 19(4):743\u2013760","journal-title":"Intell Data Anal"},{"key":"481_CR11","doi-asserted-by":"crossref","first-page":"225","DOI":"10.1016\/j.neucom.2005.05.006","volume":"68","author":"XZ Wang","year":"2005","unstructured":"Wang XZ, He Q, Chen DG, Yeung D (2005) A genetic algorithm for solving the inverse problem of support vector machines. Neurocomputing 68:225\u2013238","journal-title":"Neurocomputing"},{"issue":"3","key":"481_CR12","doi-asserted-by":"crossref","first-page":"283","DOI":"10.1016\/S0165-0114(97)00030-4","volume":"99","author":"XZ Wang","year":"1998","unstructured":"Wang XZ, Hong JR (1998) On the handling of fuzziness for continuous-valued attributes in decision tree generation. Fuzzy Sets Syst 99(3):283\u2013290","journal-title":"Fuzzy Sets Syst"},{"issue":"5","key":"481_CR13","doi-asserted-by":"crossref","first-page":"1638","DOI":"10.1109\/TFUZZ.2014.2371479","volume":"23","author":"XZ Wang","year":"2015","unstructured":"Wang XZ, Xing HJ, Li Y et al (2015) A study on relationship between generalization abilities and fuzziness of base classifiers in ensemble learning. IEEE Trans Fuzzy Syst 23(5):1638\u20131654","journal-title":"IEEE Trans Fuzzy Syst"},{"issue":"5","key":"481_CR14","doi-asserted-by":"crossref","first-page":"2329","DOI":"10.3233\/IFS-141516","volume":"28","author":"XZ Wang","year":"2015","unstructured":"Wang XZ (2015) Learning from big data with uncertainty\u2013editorial. J Intell Fuzzy Syst 28(5):2329\u20132330","journal-title":"J Intell Fuzzy Syst"},{"key":"481_CR15","doi-asserted-by":"crossref","first-page":"1185","DOI":"10.3233\/IFS-151729","volume":"29","author":"XZ Wang","year":"2015","unstructured":"Wang XZ, Aamir R, Fu A-M (2015) Fuzziness based sample categorization for classifier performance improvement. J Intell Fuzzy Syst 29:1185\u20131196","journal-title":"J Intell Fuzzy Syst"},{"key":"481_CR16","doi-asserted-by":"crossref","first-page":"19","DOI":"10.1016\/S0898-1221(99)00056-5","volume":"37","author":"D Molodtsov","year":"1999","unstructured":"Molodtsov D (1999) Soft set theory-first results. Comput Math Appl 37:19\u201331","journal-title":"Comput Math Appl"},{"key":"481_CR17","doi-asserted-by":"crossref","first-page":"555","DOI":"10.1016\/S0898-1221(03)00016-6","volume":"45","author":"PK Maji","year":"2003","unstructured":"Maji PK, Biswas R, Roy AR (2003) Soft set theory. Comput Math Appl 45:555\u2013562","journal-title":"Comput Math Appl"},{"issue":"3","key":"481_CR18","first-page":"589","volume":"9","author":"PK Maji","year":"2001","unstructured":"Maji PK, Biswas R, Roy AR (2001) Fuzzy soft sets. J Fuzzy Math 9(3):589\u2013602","journal-title":"J Fuzzy Math"},{"key":"481_CR19","doi-asserted-by":"crossref","first-page":"2726","DOI":"10.1016\/j.ins.2006.12.008","volume":"177","author":"H Aktas","year":"2007","unstructured":"Aktas H, Cagman N (2007) Soft sets and soft groups. Inf Sci 177:2726\u20132735","journal-title":"Inf Sci"},{"key":"481_CR20","doi-asserted-by":"crossref","first-page":"1408","DOI":"10.1016\/j.camwa.2008.02.035","volume":"56","author":"YB Jun","year":"2008","unstructured":"Jun YB (2008) Soft BCK\/BCI-algebras. Comput Math Appl 56:1408\u20131413","journal-title":"Comput Math Appl"},{"key":"481_CR21","first-page":"2466","volume":"178","author":"YB Jun","year":"2008","unstructured":"Jun YB, Park CH (2008) Applications of soft sets in ideal theory of BCK\/BCI-algebras. Inf Sci 178:2466\u20132475","journal-title":"Inf Sci"},{"key":"481_CR22","doi-asserted-by":"crossref","first-page":"2621","DOI":"10.1016\/j.camwa.2008.05.011","volume":"56","author":"F Feng","year":"2008","unstructured":"Feng F, Jun YB, Zhao XZ (2008) Soft semirings. Comput Math Appl 56:2621\u20132628","journal-title":"Comput Math Appl"},{"key":"481_CR23","first-page":"1279","volume":"58","author":"P Majumdar","year":"2010","unstructured":"Majumdar P, Samanta SK (2010) Generalised fuzzy soft sets. Comput Math Appl 58:1279\u20131286","journal-title":"Comput Math Appl"},{"key":"481_CR24","first-page":"2726","volume":"177","author":"W Xu","year":"2010","unstructured":"Xu W, Ma J, Wang S, Hao G (2010) Vague soft sets and their properties. Comput Math Appl 177:2726\u20132735","journal-title":"Comput Math Appl"},{"key":"481_CR25","doi-asserted-by":"crossref","first-page":"521","DOI":"10.1016\/j.camwa.2009.04.019","volume":"58","author":"XB Yang","year":"2009","unstructured":"Yang XB, Lin TY, Yang J, Li Y, Yu D (2009) Combination of interval-valued fuzzy set and soft set. Comput Math Appl 58:521\u2013527","journal-title":"Comput Math Appl"},{"key":"481_CR26","doi-asserted-by":"crossref","first-page":"824","DOI":"10.1016\/j.apm.2010.07.038","volume":"35","author":"Y Jiang","year":"2011","unstructured":"Jiang Y, Tang Y, Chen Q (2011) An adjustable approach to intuitionistic fuzzy soft sets based decision making. Appl Math Model 35:824\u2013836","journal-title":"Appl Math Model"},{"key":"481_CR27","doi-asserted-by":"crossref","first-page":"1125","DOI":"10.1016\/j.ins.2010.11.004","volume":"181","author":"F Feng","year":"2011","unstructured":"Feng F, Liu XY, Leoreanu-Fotea V, Jun YB (2011) Soft sets and soft rough sets. Inf Sci 181:1125\u20131137","journal-title":"Inf Sci"},{"key":"481_CR28","doi-asserted-by":"crossref","first-page":"42","DOI":"10.1002\/malq.200810030","volume":"56","author":"YB Jun","year":"2010","unstructured":"Jun YB, Lee KJ, Khan A (2010) Soft ordered semigroups. Math Logic Q 56:42\u201350","journal-title":"Math Logic Q"},{"key":"481_CR29","doi-asserted-by":"crossref","first-page":"67","DOI":"10.1007\/s10462-011-9298-7","volume":"41","author":"BZ Sun","year":"2014","unstructured":"Sun BZ, Ma WM (2014) Soft fuzzy rough sets and its application in decision making. Artif Intell Rev 41:67\u201380","journal-title":"Artif Intell Rev"},{"key":"481_CR30","doi-asserted-by":"crossref","first-page":"95","DOI":"10.1016\/j.ins.2013.03.052","volume":"240","author":"Y Jiang","year":"2013","unstructured":"Jiang Y, Tang Y, Liu H, Chen Z (2013) Entropy on intuitionistic fuzzy soft sets and on interval-valued fuzzy soft sets. Inf Sci 240:95\u2013114","journal-title":"Inf Sci"},{"key":"481_CR31","first-page":"2128","volume":"59","author":"Y Zou","year":"2008","unstructured":"Zou Y, Xiao Z (2008) Data analysis approaches of soft sets under incomplete information. Knowl-Based Syst 59:2128\u20132137","journal-title":"Knowl-Based Syst"},{"key":"481_CR32","doi-asserted-by":"crossref","first-page":"186","DOI":"10.1016\/j.knosys.2010.08.005","volume":"24","author":"T Herawan","year":"2011","unstructured":"Herawan T, Dens MM (2011) A soft set approach for association rules mining. Knowl-Based Syst 24:186\u2013195","journal-title":"Knowl-Based Syst"},{"key":"481_CR33","first-page":"49","volume":"16","author":"Z Xiao","year":"2009","unstructured":"Xiao Z, Gong K, Zou Y (2009) A combined forecasting approach based on fuzzy soft sets. J Comput Appl Math 16:49\u201354","journal-title":"J Comput Appl Math"},{"key":"481_CR34","doi-asserted-by":"crossref","first-page":"1140","DOI":"10.1016\/j.mcm.2010.11.080","volume":"53","author":"YC Jiang","year":"2011","unstructured":"Jiang YC, Liu H, Tang Y, Chen QM (2011) Semantic decision making using ontology-based soft sets. Math Comput Model 53:1140\u20131149","journal-title":"Math Comput Model"},{"issue":"2","key":"481_CR35","doi-asserted-by":"crossref","first-page":"412","DOI":"10.1016\/j.cam.2006.04.008","volume":"203","author":"AR Roy","year":"2007","unstructured":"Roy AR, Maji PK (2007) A fuzzy soft set theoretic approach to decision making problems. J Comput Appl Math 203(2):412\u2013418","journal-title":"J Comput Appl Math"},{"key":"481_CR36","doi-asserted-by":"crossref","unstructured":"Mushrif MM, Sengupta S, Ray AK (2006) Texture classification using a novel, soft-set theory based classification algorithm. In: 7th Asian conference on computer vision, Hyderabad, India, pp 246\u2013254","DOI":"10.1007\/11612032_26"},{"key":"481_CR37","unstructured":"Xiao Z, Li D, Gong K (2010) A bijective soft set approach to regional sustainable development evaluation. In: 1st international conference on sustainable construction and risk management. Chongqing Jiaotong University, Chongqing, Peoples Repubic of China, pp 1084\u20131089"},{"issue":"10","key":"481_CR38","doi-asserted-by":"crossref","first-page":"3308","DOI":"10.1016\/j.camwa.2010.03.015","volume":"59","author":"N Cagman","year":"2010","unstructured":"Cagman N, Enginoglu S (2010) Soft matrix theory and its decision making. Comput Math Appl 59(10):3308\u20133314","journal-title":"Comput Math Appl"},{"issue":"2","key":"481_CR39","doi-asserted-by":"crossref","first-page":"848","DOI":"10.1016\/j.ejor.2010.05.004","volume":"207","author":"N Cagman","year":"2010","unstructured":"Cagman N, Enginoglu S (2010) Soft set theory and uni-int decision making. Eur J Oper Res 207(2):848\u2013855","journal-title":"Eur J Oper Res"},{"key":"481_CR40","doi-asserted-by":"crossref","first-page":"162","DOI":"10.1016\/j.ejor.2012.01.015","volume":"220","author":"F Feng","year":"2012","unstructured":"Feng F, Li Y, Ca\u011fman N (2012) Generalized uniint decision making schemes based on choice value soft sets. Eur J Oper Res 220:162\u2013170","journal-title":"Eur J Oper Res"},{"issue":"8\u20139","key":"481_CR41","doi-asserted-by":"crossref","first-page":"1077","DOI":"10.1016\/S0898-1221(02)00216-X","volume":"44","author":"PK Maji","year":"2002","unstructured":"Maji PK, Roy AR, Biswas R (2002) An application of soft sets in a decision making problem. Comput Math Appl 44(8\u20139):1077\u20131083","journal-title":"Comput Math Appl"},{"issue":"5\u20136","key":"481_CR42","doi-asserted-by":"crossref","first-page":"757","DOI":"10.1016\/j.camwa.2004.10.036","volume":"49","author":"D Chen","year":"2005","unstructured":"Chen D, Tsang ECC, Yeung DS, Wang X (2005) The parameterization reduction of soft sets and its applications. Comput Math Appl 49(5\u20136):757\u2013763","journal-title":"Comput Math Appl"},{"issue":"2","key":"481_CR43","doi-asserted-by":"crossref","first-page":"540","DOI":"10.1016\/j.cam.2008.01.011","volume":"223","author":"Z Kong","year":"2009","unstructured":"Kong Z, Gao L, Wang L (2009) Comment on \u201cA fuzzy soft set theoretic approach to decision making problems\u201d. J Comput Appl Math 223(2):540\u2013542","journal-title":"J Comput Appl Math"},{"issue":"1","key":"481_CR44","doi-asserted-by":"crossref","first-page":"10","DOI":"10.1016\/j.cam.2009.11.055","volume":"234","author":"F Feng","year":"2010","unstructured":"Feng F, Jun YB, Liu X, Li L (2010) An adjustable approach to fuzzy soft set based decision making. J Comput Appl Math 234(1):10\u201320","journal-title":"J Comput Appl Math"},{"issue":"3","key":"481_CR45","first-page":"677","volume":"9","author":"PK Maji","year":"2001","unstructured":"Maji PK, Biswas R, Roy AR (2001) Intuitionistic fuzzy soft sets. J Fuzzy Math 9(3):677\u2013692","journal-title":"J Fuzzy Math"},{"issue":"3","key":"481_CR46","first-page":"669","volume":"12","author":"PK Maji","year":"2004","unstructured":"Maji PK, Roy AR, Biswas R (2004) On intuitionistic fuzzy soft sets. J Fuzzy Math 12(3):669\u2013683","journal-title":"J Fuzzy Math"},{"key":"481_CR47","doi-asserted-by":"crossref","first-page":"163","DOI":"10.1016\/0165-0114(94)90084-1","volume":"67","author":"SM Chen","year":"1994","unstructured":"Chen SM, Tan JM (1994) Handling multi-criteria fuzzy decision-making problems based on vague set theory. Fuzzy Sets Syst 67:163\u2013172","journal-title":"Fuzzy Sets Syst"},{"issue":"4","key":"481_CR48","first-page":"620","volume":"17","author":"Z Li","year":"2014","unstructured":"Li Z, Wen G, Han Y (2014) Decision making based on intuitionistic fuzzy soft sets and its algorithm. J Comput Anal Appl 17(4):620\u2013631","journal-title":"J Comput Anal Appl"},{"key":"481_CR49","doi-asserted-by":"crossref","first-page":"2141","DOI":"10.1016\/j.apm.2013.10.009","volume":"38","author":"Z Kong","year":"2014","unstructured":"Kong Z, Zhang G, Wang L, Wu Z, Qi S, Wang H (2014) An efficient decision making approach in incomplete soft set. Appl Math Model 38:2141\u20132150","journal-title":"Appl Math Model"},{"key":"481_CR50","doi-asserted-by":"crossref","first-page":"103","DOI":"10.1016\/S0165-0114(98)00271-1","volume":"114","author":"DH Hong","year":"2000","unstructured":"Hong DH, Choi CH (2000) Multi-criteria fuzzy decision-making problems based on vague set theory. Fuzzy Sets Syst 114:103\u2013113","journal-title":"Fuzzy Sets Syst"},{"key":"481_CR51","doi-asserted-by":"crossref","first-page":"119","DOI":"10.1016\/j.knosys.2011.08.005","volume":"27","author":"JQ Wang","year":"2012","unstructured":"Wang JQ, Li KJ, Zhang HY (2012) Interval-valued intuitionistic fuzzy multi-criteria decision-making approach based on prospect score function. Knowl-Based Syst 27:119\u2013125","journal-title":"Knowl-Based Syst"}],"container-title":["International Journal of Machine Learning and Cybernetics"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s13042-015-0481-z\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s13042-015-0481-z.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s13042-015-0481-z","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s13042-015-0481-z.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,6,2]],"date-time":"2019-06-02T10:31:22Z","timestamp":1559471482000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s13042-015-0481-z"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015,12,31]]},"references-count":51,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2017,8]]}},"alternative-id":["481"],"URL":"https:\/\/doi.org\/10.1007\/s13042-015-0481-z","relation":{},"ISSN":["1868-8071","1868-808X"],"issn-type":[{"type":"print","value":"1868-8071"},{"type":"electronic","value":"1868-808X"}],"subject":[],"published":{"date-parts":[[2015,12,31]]}}}