{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,9]],"date-time":"2026-03-09T06:47:36Z","timestamp":1773038856523,"version":"3.50.1"},"reference-count":47,"publisher":"Springer Science and Business Media LLC","issue":"4","license":[{"start":{"date-parts":[[2011,6,17]],"date-time":"2011-06-17T00:00:00Z","timestamp":1308268800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Artif Intell Rev"],"published-print":{"date-parts":[[2012,12]]},"DOI":"10.1007\/s10462-011-9258-2","type":"journal-article","created":{"date-parts":[[2011,6,17]],"date-time":"2011-06-17T19:24:52Z","timestamp":1308338692000},"page":"325-338","source":"Crossref","is-referenced-by-count":42,"title":["Fuzzy extension of TOPSIS model for group decision making under multiple criteria"],"prefix":"10.1007","volume":"38","author":[{"given":"Mohammad","family":"Anisseh","sequence":"first","affiliation":[]},{"given":"Fatemeh","family":"Piri","sequence":"additional","affiliation":[]},{"given":"Mohammad Reza","family":"Shahraki","sequence":"additional","affiliation":[]},{"given":"Fazlollah","family":"Agamohamadi","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2011,6,17]]},"reference":[{"key":"9258_CR1","doi-asserted-by":"crossref","first-page":"457","DOI":"10.1016\/j.asoc.2008.05.005","volume":"9","author":"B Ashtiani","year":"2009","unstructured":"Ashtiani B et\u00a0al (2009) Extension of fuzzy TOPSIS method based on interval-valued fuzzy sets. Appl Soft Comput 9: 457\u2013461","journal-title":"Appl Soft Comput"},{"key":"9258_CR2","doi-asserted-by":"crossref","unstructured":"Bashiri M, Badri H (2010) A group decision making procedure for fuzzy interactive linear assignment programming. Expert Syst Appl (in press, corrected proof)","DOI":"10.1016\/j.eswa.2010.10.080"},{"key":"9258_CR3","doi-asserted-by":"crossref","first-page":"858","DOI":"10.1016\/j.asoc.2006.02.006","volume":"7","author":"C Chakraborty","year":"2007","unstructured":"Chakraborty C, Chakraborty D (2007) A fuzzy clustering methodology for linguistic opinions in group decision making. Appl Soft Comput 7: 858\u2013869","journal-title":"Appl Soft Comput"},{"key":"9258_CR4","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/S0165-0114(97)00377-1","volume":"114","author":"CT Chen","year":"2000","unstructured":"Chen CT (2000) Extensions of the TOPSIS for group decision-making under fuzzy environment. Fuzzy Sets Syst 114: 1\u20139","journal-title":"Fuzzy Sets Syst"},{"key":"9258_CR5","doi-asserted-by":"crossref","first-page":"309","DOI":"10.1080\/01969720590908294","volume":"36","author":"SJ Chen","year":"2005","unstructured":"Chen SJ, Chen SM (2005) Aggregating fuzzy opinions in the heterogeneous group decision making environment. Cybern Syst Int J 36: 309\u2013338","journal-title":"Cybern Syst Int J"},{"key":"9258_CR6","doi-asserted-by":"crossref","first-page":"824","DOI":"10.1016\/j.eswa.2009.06.094","volume":"37","author":"S-M Chen","year":"2010","unstructured":"Chen S-M, Lee L-W (2010) Fuzzy multiple attributes group decision-making based on the ranking values and the arithmetic operations of interval type-2 fuzzy sets. Expert Syst Appl 37: 824\u2013833","journal-title":"Expert Syst Appl"},{"key":"9258_CR7","doi-asserted-by":"crossref","first-page":"1410","DOI":"10.1016\/j.fss.2007.11.004","volume":"159","author":"T-Y Chen","year":"2008","unstructured":"Chen T-Y, Tsao C-Y (2008) The interval-valued fuzzy TOPSIS method and experimental analysis. Fuzzy Sets and Systems 159: 1410\u20131428","journal-title":"Fuzzy Sets and Systems"},{"key":"9258_CR8","doi-asserted-by":"crossref","first-page":"174","DOI":"10.1016\/S0377-2217(01)00280-6","volume":"142","author":"CH Cheng","year":"2002","unstructured":"Cheng CH, Lin Y (2002) Evaluating the best main battle tank using fuzzy decision theory with linguistic criteria evaluation. Eur J Oper Res 142: 174\u2013186","journal-title":"Eur J Oper Res"},{"key":"9258_CR9","doi-asserted-by":"crossref","first-page":"859","DOI":"10.1007\/s001700200227","volume":"20","author":"TC Chu","year":"2002","unstructured":"Chu TC (2002) Selecting plant location via a fuzzy TOPSIS approach. Int J Adv Manuf Technol 20: 859\u2013864","journal-title":"Int J Adv Manuf Technol"},{"key":"9258_CR10","doi-asserted-by":"crossref","unstructured":"Corner JL, Kirkwood CW (1991) Decision analysis applications in the operations research literature. Oper Res 39:206\u2013219 (1970\u20131989)","DOI":"10.1287\/opre.39.2.206"},{"key":"9258_CR11","unstructured":"Ertugrul I (2010) Fuzzy group decision making for the selection of facility location. Group Decis Negot, vol 19"},{"key":"9258_CR12","doi-asserted-by":"crossref","first-page":"702","DOI":"10.1016\/j.eswa.2007.10.014","volume":"36","author":"I Ertugrul","year":"2009","unstructured":"Ertugrul I, Karakasoglu N (2009) Performance evaluation of Turkish cement firms with fuzzy analytic hierarchy process and TOPSIS methods. Expert Syst Appl 36: 702\u2013715","journal-title":"Expert Syst Appl"},{"key":"9258_CR13","doi-asserted-by":"crossref","first-page":"29","DOI":"10.1007\/s10700-006-0023-y","volume":"6","author":"I Ertugrul","year":"2007","unstructured":"Ertugrul I, Tus A (2007) Interactive fuzzy linear programming and an application sample at a textile firm. Fuzzy Optim Decis Mak 6: 29\u201349","journal-title":"Fuzzy Optim Decis Mak"},{"key":"9258_CR14","doi-asserted-by":"crossref","first-page":"473","DOI":"10.1348\/096317901167488","volume":"74","author":"C Fletcher","year":"2001","unstructured":"Fletcher C (2001) Performance appraisal and management: the developing research agenda. J Occup Org Psychol 74: 473\u2013482","journal-title":"J Occup Org Psychol"},{"key":"9258_CR15","doi-asserted-by":"crossref","first-page":"165","DOI":"10.1007\/BF00419908","volume":"5","author":"F Herrera","year":"1996","unstructured":"Herrera F et\u00a0al (1996) A linguistic desicion process in group decision making. Group Decis Negot 5: 165\u2013176","journal-title":"Group Decis Negot"},{"key":"9258_CR16","doi-asserted-by":"crossref","first-page":"319","DOI":"10.1108\/09513540610676403","volume":"20","author":"W Ho","year":"2006","unstructured":"Ho W et\u00a0al (2006) Multiple criteria decision-making techniques in higher education. Int J Educ Manag Decis 20: 319\u2013337","journal-title":"Int J Educ Manag Decis"},{"key":"9258_CR17","doi-asserted-by":"crossref","DOI":"10.1007\/978-3-642-48318-9","volume-title":"Multiple attribute decision making methods and applications","author":"CL Hwang","year":"1981","unstructured":"Hwang CL, Yoon KP (1981) Multiple attribute decision making methods and applications. Springer, New York"},{"key":"9258_CR18","volume-title":"Multiple attribute decision making and introduction","author":"CL Hwang","year":"1995","unstructured":"Hwang CL, Yoon KP (1995) Multiple attribute decision making and introduction. Sage Publication, London"},{"key":"9258_CR19","doi-asserted-by":"crossref","first-page":"1544","DOI":"10.1016\/j.amc.2006.02.057","volume":"181","author":"GR Jahanshahloo","year":"2006","unstructured":"Jahanshahloo GR et\u00a0al (2006) Extension of the TOPSIS method for decision-making problems with fuzzy data. Appl Math Comput 181: 1544\u20131551","journal-title":"Appl Math Comput"},{"key":"9258_CR20","doi-asserted-by":"crossref","first-page":"143","DOI":"10.1108\/17410390710725742","volume":"20","author":"C Kahraman","year":"2007","unstructured":"Kahraman C et\u00a0al (2007) Hierarchical fuzzy TOPSIS model for selection among logistics information technologies. J Enterp Inf Manag Decis 20: 143\u2013168","journal-title":"J Enterp Inf Manag Decis"},{"key":"9258_CR21","volume-title":"Introduction to fuzzy arithmetic theory and applications","year":"1991","unstructured":"Kaufmann, A, Gupta, MM (eds) (1991) Introduction to fuzzy arithmetic theory and applications. Van Nostrand Reinhold, New York"},{"key":"9258_CR22","volume-title":"Decisions with multiple objectives: preferences and value tradeoffs","author":"RL Keeney","year":"1976","unstructured":"Keeney RL, Raiffa H (1976) Decisions with multiple objectives: preferences and value tradeoffs. Wiley, New York"},{"issue":"11","key":"9258_CR23","doi-asserted-by":"crossref","first-page":"1336","DOI":"10.1287\/mnsc.30.11.1336","volume":"30","author":"P Korhonen","year":"1984","unstructured":"Korhonen P et\u00a0al (1984) Solving the discrete multiple criteria problem using convex cones. Manag Sci 30(11): 1336\u20131345","journal-title":"Manag Sci"},{"key":"9258_CR24","volume-title":"Fuzzy multiple objective decision making","author":"YJ Lai","year":"1996","unstructured":"Lai YJ, Hwang CL (1996) Fuzzy multiple objective decision making. Springer, Berlin"},{"key":"9258_CR25","volume-title":"The foundation and application of fuzzy multiple attribute decision making","author":"R Li","year":"2002","unstructured":"Li R (2002) The foundation and application of fuzzy multiple attribute decision making. Science Press, Beijing"},{"key":"9258_CR26","doi-asserted-by":"crossref","first-page":"807","DOI":"10.1016\/j.asoc.2006.02.003","volume":"7","author":"DF Li","year":"2007","unstructured":"Li DF (2007) Compromise ratio method for fuzzy multi-attribute group decision making. Appl Soft Comput 7: 807\u2013817","journal-title":"Appl Soft Comput"},{"key":"9258_CR27","doi-asserted-by":"crossref","first-page":"219","DOI":"10.1016\/j.asoc.2008.04.006","volume":"9","author":"DF Li","year":"2009","unstructured":"Li DF et\u00a0al (2009) Fractional programming methodology for multi-attribute group decision-making using IFS. Appl Soft Comput 9: 219\u2013225","journal-title":"Appl Soft Comput"},{"key":"9258_CR28","unstructured":"Mahdavi I et\u00a0al (2008) Designing a model of fuzzy TOPSIS in multiple criteria decision making. Appl Math Comput, vol 05.047"},{"key":"9258_CR29","doi-asserted-by":"crossref","first-page":"455","DOI":"10.1016\/S0165-0114(98)00415-1","volume":"115","author":"SM Mario","year":"2000","unstructured":"Mario SM (2000) A fuzzy decision support system for equipment repair under battle conditions. Fuzzy Set Syst 115: 455\u2013465","journal-title":"Fuzzy Set Syst"},{"key":"9258_CR30","doi-asserted-by":"crossref","first-page":"443","DOI":"10.1007\/s10845-008-0095-3","volume":"19","author":"S Onut","year":"2008","unstructured":"Onut S et\u00a0al (2008) A hybride fuzzy MCDM approach to machine tool selection. Intell Manuf 19: 443\u2013453","journal-title":"Intell Manuf"},{"key":"9258_CR31","doi-asserted-by":"crossref","unstructured":"Park JH et\u00a0al (2010) Extension of the TOPSIS method for decision making problems under interval-valued intuitionistic fuzzy environment. Appl Math Modell (in press, corrected proof)","DOI":"10.1016\/j.apm.2010.11.025"},{"key":"9258_CR32","volume-title":"The analytic hierarchy process","author":"TL Saaty","year":"1980","unstructured":"Saaty TL (1980) The analytic hierarchy process. McGraw-Hill, New York"},{"key":"9258_CR33","unstructured":"Saghafian S, Hejazi SR (2005) Multi-criteria group decision making using a modified fuzzy TOPSIS procedure. Presented at the international conference on computational intelligence for modelling, control and automation, and international conference on intelligent agents, web technologies and internet commerce"},{"key":"9258_CR34","doi-asserted-by":"crossref","first-page":"801","DOI":"10.1016\/j.mcm.2006.03.023","volume":"45","author":"HS Shih","year":"2007","unstructured":"Shih HS et\u00a0al (2007) An extension of TOPSIS for group decision making. Math Comput Model 45: 801\u2013813","journal-title":"Math Comput Model"},{"key":"9258_CR35","doi-asserted-by":"crossref","first-page":"7745","DOI":"10.1016\/j.eswa.2010.04.066","volume":"37","author":"C-C Sun","year":"2010","unstructured":"Sun C-C (2010) A performance evaluation model by integrating fuzzy AHP and fuzzy TOPSIS methods. Expert Syst Appl 37: 7745\u20137754","journal-title":"Expert Syst Appl"},{"key":"9258_CR36","doi-asserted-by":"crossref","unstructured":"Tan C (2010) A multi-criteria interval-valued intuitionistic fuzzy group decision making with Choquet integral-based TOPSIS. Expert Syst Appl (in press, corrected proof)","DOI":"10.1016\/j.eswa.2009.05.005"},{"key":"9258_CR37","doi-asserted-by":"crossref","first-page":"1341","DOI":"10.1057\/palgrave.jors.2602139","volume":"57","author":"CT Tsao","year":"2006","unstructured":"Tsao CT (2006) A fuzzy MCDM approach for stock selection. J Oper Res Soc 57: 1341\u20131352","journal-title":"J Oper Res Soc"},{"key":"9258_CR38","doi-asserted-by":"crossref","first-page":"107","DOI":"10.1016\/S0261-5177(01)00050-4","volume":"23","author":"SH Tsaur","year":"2002","unstructured":"Tsaur SH et\u00a0al (2002) The evaluation of airline service quality by fuzzy MCDM. Tour Manag 23: 107\u2013115","journal-title":"Tour Manag"},{"key":"9258_CR39","doi-asserted-by":"crossref","first-page":"1762","DOI":"10.1016\/j.camwa.2006.08.037","volume":"53","author":"YJ Wang","year":"2007","unstructured":"Wang YJ, Lee HS (2007) Generalizing TOPSIS for fuzzy multiple-criteria group decision-making. Comput Math Appl 53: 1762\u20131772","journal-title":"Comput Math Appl"},{"key":"9258_CR40","doi-asserted-by":"crossref","first-page":"377","DOI":"10.1016\/j.asoc.2008.04.014","volume":"9","author":"JW Wang","year":"2009","unstructured":"Wang JW et\u00a0al (2009) Fuzzy hierarchical TOPSIS for supplier selection. Appl Soft Comput 9: 377\u2013386","journal-title":"Appl Soft Comput"},{"key":"9258_CR41","doi-asserted-by":"crossref","first-page":"1608","DOI":"10.1016\/j.fss.2007.01.013","volume":"158","author":"Z Wu","year":"2007","unstructured":"Wu Z, Chen Y (2007) The maximizing deviation method for group multiple attribute decision making under linguistic environment. Fuzzy Set Syst 158: 1608\u20131617","journal-title":"Fuzzy Set Syst"},{"key":"9258_CR42","first-page":"218","volume":"24","author":"Z Xu","year":"2004","unstructured":"Xu Z (2004) Method based on fuzzy linguistic assessments and GIOWA operator in multi-attribute group decision-making. J Syst Sci Math 24: 218\u2013224","journal-title":"J Syst Sci Math"},{"key":"9258_CR43","volume-title":"Group decision making with triangular fuzzy linguistic variables","author":"Z Xu","year":"2007","unstructured":"Xu Z (2007) Group decision making with triangular fuzzy linguistic variables. Springer, Berlin"},{"key":"9258_CR44","unstructured":"Yang T, Hsieh C-H (2008) Six-sigma project selection using national quality award criteria and delphi fuzzy multiple criteria decision-making method. Expert Syst Appl, vol 09.045"},{"key":"9258_CR45","doi-asserted-by":"crossref","first-page":"464","DOI":"10.1016\/j.ejor.2007.12.029","volume":"194","author":"C-H Yeh","year":"2008","unstructured":"Yeh C-H, Chang Y-H (2008) Modeling subjective evaluation for fuzzy group multicriteria decision making. Eur J Oper Res 194: 464\u2013473","journal-title":"Eur J Oper Res"},{"key":"9258_CR46","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":"9258_CR47","unstructured":"Zhang D et\u00a0al (2008) An novel approach to supplier selection based on vague sets group decision. Expert Syst Appl, vol 07.053"}],"container-title":["Artificial Intelligence Review"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10462-011-9258-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s10462-011-9258-2\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10462-011-9258-2","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,6,11]],"date-time":"2019-06-11T21:10:49Z","timestamp":1560287449000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s10462-011-9258-2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2011,6,17]]},"references-count":47,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2012,12]]}},"alternative-id":["9258"],"URL":"https:\/\/doi.org\/10.1007\/s10462-011-9258-2","relation":{},"ISSN":["0269-2821","1573-7462"],"issn-type":[{"value":"0269-2821","type":"print"},{"value":"1573-7462","type":"electronic"}],"subject":[],"published":{"date-parts":[[2011,6,17]]}}}