{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,14]],"date-time":"2026-01-14T19:09:00Z","timestamp":1768417740714,"version":"3.49.0"},"reference-count":58,"publisher":"Springer Science and Business Media LLC","issue":"3","license":[{"start":{"date-parts":[[2023,2,2]],"date-time":"2023-02-02T00:00:00Z","timestamp":1675296000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2023,2,2]],"date-time":"2023-02-02T00:00:00Z","timestamp":1675296000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"funder":[{"DOI":"10.13039\/501100004541","name":"Ministry of Human Resource Development","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100004541","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["J Ambient Intell Human Comput"],"published-print":{"date-parts":[[2023,3]]},"DOI":"10.1007\/s12652-023-04532-w","type":"journal-article","created":{"date-parts":[[2023,2,2]],"date-time":"2023-02-02T08:03:44Z","timestamp":1675325024000},"page":"2915-2934","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":5,"title":["Decision making framework for heterogeneous QoS information: an application to cloud service selection"],"prefix":"10.1007","volume":"14","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-6501-2043","authenticated-orcid":false,"given":"Rohit Kumar","family":"Tiwari","sequence":"first","affiliation":[]},{"given":"Rakesh","family":"Kumar","sequence":"additional","affiliation":[]},{"given":"Gaurav","family":"Baranwal","sequence":"additional","affiliation":[]},{"given":"Rajkumar","family":"Buyya","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2023,2,2]]},"reference":[{"issue":"3","key":"4532_CR1","doi-asserted-by":"crossref","first-page":"38","DOI":"10.1007\/s10916-019-1156-1","volume":"43","author":"M Abdel-Basset","year":"2019","unstructured":"Abdel-Basset M, Manogaran G, Gamal A, Smarandache F (2019) A group decision making framework based on neutrosophic TOPSIS approach for smart medical device selection. J Med Syst 43(3):38","journal-title":"J Med Syst"},{"key":"4532_CR2","doi-asserted-by":"crossref","first-page":"878","DOI":"10.1016\/j.jclepro.2019.01.085","volume":"215","author":"O Abedinia","year":"2019","unstructured":"Abedinia O, Zareinejad M, Doranehgard MH, Fathi G, Ghadimi N (2019) Optimal offering and bidding strategies of renewable energy based large consumer using a novel hybrid robust-stochastic approach. J Clean Prod 215:878\u2013888","journal-title":"J Clean Prod"},{"issue":"16","key":"4532_CR3","doi-asserted-by":"crossref","first-page":"10771","DOI":"10.1007\/s00500-021-05945-5","volume":"25","author":"M Akram","year":"2021","unstructured":"Akram M, Kahraman C, Zahid K (2021) Extension of TOPSIS model to the decision-making under complex spherical fuzzy information. Soft Comput 25(16):10771\u201310795","journal-title":"Soft Comput"},{"key":"4532_CR4","doi-asserted-by":"crossref","first-page":"87","DOI":"10.1016\/S0165-0114(86)80034-3","volume":"20","author":"KT Atanassov","year":"1986","unstructured":"Atanassov KT (1986) Intuitionistic fuzzy sets. Fuzzy Sets Syst 20:87\u201396","journal-title":"Fuzzy Sets Syst"},{"issue":"2","key":"4532_CR5","doi-asserted-by":"crossref","first-page":"137","DOI":"10.1016\/0165-0114(94)90229-1","volume":"61","author":"KT Atanassov","year":"1994","unstructured":"Atanassov KT (1994) New operations defined over the intuitionistic fuzzy sets. Fuzzy Sets Syst 61(2):137\u2013142","journal-title":"Fuzzy Sets Syst"},{"issue":"3","key":"4532_CR6","doi-asserted-by":"crossref","first-page":"727","DOI":"10.1007\/s00521-015-1891-2","volume":"27","author":"P Biswas","year":"2016","unstructured":"Biswas P, Pramanik S, Giri BC (2016) TOPSIS method for multi-attribute group decision-making under single-valued neutrosophic environment. Neural Comput Appl 27(3):727\u2013737","journal-title":"Neural Comput Appl"},{"issue":"8","key":"4532_CR7","doi-asserted-by":"crossref","first-page":"11363","DOI":"10.1016\/j.eswa.2009.03.039","volume":"36","author":"FE Boran","year":"2009","unstructured":"Boran FE, Gen\u00e7 S, Kurt M, Akay D (2009) A multi-criteria intuitionistic fuzzy group decision making for supplier selection with TOPSIS method. Expert Syst Appl 36(8):11363\u201311368","journal-title":"Expert Syst Appl"},{"issue":"1","key":"4532_CR8","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):1\u20139","journal-title":"Fuzzy Sets Syst"},{"key":"4532_CR9","unstructured":"Chowdhury RR, Chattopadhyay S, Adak C (2020) CAHPHF: context-aware hierarchical QoS prediction with hybrid filtering. IEEE Transactions on Services Computing"},{"issue":"4","key":"4532_CR10","doi-asserted-by":"crossref","first-page":"8143","DOI":"10.1016\/j.eswa.2008.10.016","volume":"36","author":"MY Da\u011fdeviren","year":"2009","unstructured":"Da\u011fdeviren MY (2009) Weapon selection using the AHP and TOPSIS methods under fuzzy environment. Expert Syst Appl 36(4):8143\u20138151","journal-title":"Expert Syst Appl"},{"issue":"12","key":"4532_CR11","doi-asserted-by":"crossref","first-page":"4841","DOI":"10.1016\/j.eswa.2013.02.022","volume":"40","author":"L Dymova","year":"2013","unstructured":"Dymova L, Sevastjanov P, Tikhonenko A (2013) A direct interval extension of TOPSIS method. Expert Syst Appl 40(12):4841\u20134847","journal-title":"Expert Syst Appl"},{"key":"4532_CR12","doi-asserted-by":"crossref","first-page":"459","DOI":"10.1016\/j.ins.2012.08.015","volume":"222","author":"M Espinilla","year":"2013","unstructured":"Espinilla M, de Andr\u00e9s R, Mart\u00ednez FJ, Mart\u00ednez L (2013) A 360-degree performance appraisal model dealing with heterogeneous information and dependent criteria. Inf Sci 222:459\u2013471","journal-title":"Inf Sci"},{"key":"4532_CR13","doi-asserted-by":"crossref","first-page":"40","DOI":"10.1016\/j.knosys.2012.12.014","volume":"42","author":"ZP Fan","year":"2013","unstructured":"Fan ZP, Zhang X, Chen FD, Liu Y (2013) Extended TODIM method for hybrid multiple attribute decision making problems. Knowl-Based Syst 42:40\u201348","journal-title":"Knowl-Based Syst"},{"issue":"5","key":"4532_CR14","doi-asserted-by":"crossref","first-page":"4532","DOI":"10.1109\/JIOT.2019.2956827","volume":"7","author":"H Gao","year":"2019","unstructured":"Gao H, Xu Y, Yin Y, Zhang W, Li R, Wang X (2019a) Context-aware QoS prediction with neural collaborative filtering for Internet-of-Things services. IEEE Internet Things J 7(5):4532\u20134542","journal-title":"IEEE Internet Things J"},{"key":"4532_CR15","doi-asserted-by":"crossref","first-page":"423","DOI":"10.1016\/j.ijepes.2018.07.014","volume":"104","author":"W Gao","year":"2019","unstructured":"Gao W, Darvishan A, Toghani M, Mohammadi M, Abedinia O, Ghadimi N (2019b) Different states of multi-block based forecast engine for price and load prediction. Int J Electr Power Energy Syst 104:423\u2013435","journal-title":"Int J Electr Power Energy Syst"},{"issue":"5\u20136","key":"4532_CR16","doi-asserted-by":"crossref","first-page":"123","DOI":"10.1016\/j.mcm.2011.12.022","volume":"56","author":"MS Garc\u00eda-Cascales","year":"2012","unstructured":"Garc\u00eda-Cascales MS, Lamata MT (2012) On rank reversal and TOPSIS method. Math Comput Model 56(5\u20136):123\u2013132","journal-title":"Math Comput Model"},{"issue":"4","key":"4532_CR17","doi-asserted-by":"crossref","first-page":"1012","DOI":"10.1016\/j.future.2012.06.006","volume":"29","author":"SK Garg","year":"2013","unstructured":"Garg SK, Versteeg S, Buyya R (2013) A framework for ranking of cloud computing services. Future Gener Comput Syst 29(4):1012\u20131023","journal-title":"Future Gener Comput Syst"},{"key":"4532_CR18","doi-asserted-by":"crossref","first-page":"130","DOI":"10.1016\/j.energy.2018.07.088","volume":"161","author":"N Ghadimi","year":"2018","unstructured":"Ghadimi N, Akbarimajd A, Shayeghi H, Abedinia O (2018) Two stage forecast engine with feature selection technique and improved meta-heuristic algorithm for electricity load forecasting. Energy 161:130\u2013142","journal-title":"Energy"},{"issue":"10","key":"4532_CR19","doi-asserted-by":"crossref","first-page":"1021","DOI":"10.1002\/int.21815","volume":"31","author":"HL Huang","year":"2016","unstructured":"Huang HL (2016) New distance measure of single-valued neutrosophic sets and its application. Int J Intell Syst 31(10):1021\u20131032","journal-title":"Int J Intell Syst"},{"key":"4532_CR20","doi-asserted-by":"crossref","unstructured":"Huang T, Zhao R, Bi L, Zhang D, Lu C (2021) Neural embedding singular value decomposition for collaborative filtering. IEEE Transactions on Neural Networks and Learning Systems","DOI":"10.1109\/TNNLS.2021.3070853"},{"key":"4532_CR21","doi-asserted-by":"crossref","first-page":"562","DOI":"10.1016\/j.future.2019.12.024","volume":"105","author":"A Hussain","year":"2020","unstructured":"Hussain A, Chun J, Khan M (2020a) A novel customer-centric Methodology for Optimal Service Selection (MOSS) in a cloud environment. Future Gener Comput Syst 105:562\u2013580","journal-title":"Future Gener Comput Syst"},{"key":"4532_CR22","doi-asserted-by":"crossref","first-page":"74","DOI":"10.1016\/j.future.2019.09.043","volume":"104","author":"A Hussain","year":"2020","unstructured":"Hussain A, Chun J, Khan M (2020b) A novel framework towards viable cloud service selection as a service (cssaas) under a fuzzy environment. Future Gener Comput Syst 104:74\u201391","journal-title":"Future Gener Comput Syst"},{"issue":"2","key":"4532_CR23","doi-asserted-by":"crossref","first-page":"696","DOI":"10.1016\/j.matdes.2009.08.013","volume":"31","author":"A Jahan","year":"2010","unstructured":"Jahan A, Ismail MY, Sapuan SM, Mustapha F (2010) Material screening and choosing methods\u2014a review. Mater Des 31(2):696\u2013705","journal-title":"Mater Des"},{"issue":"5\u20136","key":"4532_CR24","doi-asserted-by":"crossref","first-page":"1137","DOI":"10.1016\/j.mcm.2008.07.009","volume":"49","author":"GR Jahanshahloo","year":"2009","unstructured":"Jahanshahloo GR, Lotfi FH, Davoodi AR (2009) Extension of TOPSIS for decision-making problems with interval data: interval efficiency. Math Comput Model 49(5\u20136):1137\u20131142","journal-title":"Math Comput Model"},{"issue":"10","key":"4532_CR25","doi-asserted-by":"crossref","first-page":"4673","DOI":"10.1007\/s00500-022-06995-z","volume":"26","author":"A Keikha","year":"2022","unstructured":"Keikha A (2022) Generalized hesitant fuzzy numbers and their application in solving MADM problems based on TOPSIS method. Soft Comput 26(10):4673\u20134683","journal-title":"Soft Comput"},{"key":"4532_CR26","doi-asserted-by":"crossref","first-page":"395","DOI":"10.1016\/j.applthermaleng.2018.04.008","volume":"137","author":"H Khodaei","year":"2018","unstructured":"Khodaei H, Hajiali M, Darvishan A, Sepehr M, Ghadimi N (2018) Fuzzy-based heat and power hub models for cost-emission operation of an industrial consumer using compromise programming. Appl Therm Eng 137:395\u2013405","journal-title":"Appl Therm Eng"},{"issue":"4","key":"4532_CR27","doi-asserted-by":"crossref","first-page":"4190","DOI":"10.1016\/j.eswa.2010.09.081","volume":"38","author":"RA Krohling","year":"2011","unstructured":"Krohling RA, Campanharo VC (2011) Fuzzy TOPSIS for group decision making: a case study for accidents with oil spill in the sea. Expert Syst Appl 38(4):4190\u20134197","journal-title":"Expert Syst Appl"},{"issue":"11","key":"4532_CR28","doi-asserted-by":"crossref","first-page":"4652","DOI":"10.1007\/s11227-017-2039-1","volume":"73","author":"RR Kumar","year":"2017","unstructured":"Kumar RR, Mishra S, Kumar C (2017) Prioritizing the solution of cloud service selection using integrated MCDM methods under fuzzy environment. J Supercomput 73(11):4652\u20134682","journal-title":"J Supercomput"},{"issue":"1","key":"4532_CR29","doi-asserted-by":"crossref","first-page":"337","DOI":"10.3233\/JIFS-181401","volume":"36","author":"F KutluG\u00fcndo\u011fdu","year":"2019","unstructured":"KutluG\u00fcndo\u011fdu F, Kahraman C (2019) Spherical fuzzy sets and spherical fuzzy TOPSIS method. J Intell Fuzzy Syst 36(1):337\u2013352","journal-title":"J Intell Fuzzy Syst"},{"issue":"2","key":"4532_CR30","doi-asserted-by":"crossref","first-page":"644","DOI":"10.1016\/j.eswa.2013.07.089","volume":"41","author":"G Lee","year":"2014","unstructured":"Lee G, Jun KS, Chung ES (2014) Robust spatial flood vulnerability assessment for Han River using fuzzy TOPSIS with \u03b1-cut level set. Expert Syst Appl 41(2):644\u2013654","journal-title":"Expert Syst Appl"},{"issue":"4","key":"4532_CR31","doi-asserted-by":"crossref","first-page":"561","DOI":"10.1016\/j.cie.2010.06.015","volume":"59","author":"DF Li","year":"2010","unstructured":"Li DF, Huang ZG, Chen GH (2010) A systematic approach to heterogeneous multiattribute group decision making. Comput Ind Eng 59(4):561\u2013572","journal-title":"Comput Ind Eng"},{"key":"4532_CR32","doi-asserted-by":"crossref","unstructured":"Liu M, Shao Y, Yu C, Yu J (2020) A heterogeneous QoS-based cloud service selection approach using entropy weight and GRA-ELECTRE III. Mathematical Problems in Engineering, 2020","DOI":"10.1155\/2020\/1536872"},{"key":"4532_CR33","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.ins.2015.10.005","volume":"330","author":"R Lourenzutti","year":"2016","unstructured":"Lourenzutti R, Krohling RA (2016) A generalized TOPSIS method for group decision making with heterogeneous information in a dynamic environment. Inf Sci 330:1\u201318","journal-title":"Inf Sci"},{"issue":"6","key":"4532_CR34","doi-asserted-by":"crossref","first-page":"4383","DOI":"10.1007\/s10586-022-03679-z","volume":"25","author":"SOP Monika","year":"2022","unstructured":"Monika SOP (2022) A framework for evaluating cloud computing services using AHP and TOPSIS approaches with interval valued spherical fuzzy sets. Clust Comput 25(6):4383\u20134396","journal-title":"Clust Comput"},{"key":"4532_CR35","doi-asserted-by":"crossref","first-page":"237","DOI":"10.1016\/j.matdes.2017.02.041","volume":"121","author":"SH Mousavi-Nasab","year":"2017","unstructured":"Mousavi-Nasab SH, Sotoudeh-Anvari A (2017) A comprehensive MCDM-based approach using TOPSIS, COPRAS and DEA as an auxiliary tool for material selection problems. Mater Des 121:237\u2013253","journal-title":"Mater Des"},{"key":"4532_CR36","doi-asserted-by":"crossref","unstructured":"Peng DH, Gao CY, Wu LX (2012) TOPSIS-based multi-criteria group decision making under heterogeneous information setting. In: Advanced materials research, vol 378. Trans Tech Publications Ltd., pp 525\u2013530","DOI":"10.4028\/www.scientific.net\/AMR.378-379.525"},{"issue":"2","key":"4532_CR37","doi-asserted-by":"crossref","first-page":"1117","DOI":"10.1007\/s10462-020-09872-z","volume":"54","author":"LA Purohit","year":"2020","unstructured":"Purohit LA (2020) A study on evolutionary computing based web service selection techniques. Artif Intell Rev 54(2):1117\u20131170","journal-title":"Artif Intell Rev"},{"key":"4532_CR38","doi-asserted-by":"crossref","first-page":"1113","DOI":"10.1016\/j.procs.2018.05.026","volume":"132","author":"R Regunathan","year":"2018","unstructured":"Regunathan R, Murugaiyan A, Lavanya K (2018) Neural based QoS aware mobile cloud service and its application to preeminent service selection using back propagation. Procedia Comput Sci 132:1113\u20131122","journal-title":"Procedia Comput Sci"},{"key":"4532_CR39","doi-asserted-by":"crossref","first-page":"155","DOI":"10.1007\/978-3-642-75935-2_8","volume-title":"Multiple criteria decision aid","author":"B Roy","year":"1990","unstructured":"Roy B (1990) The outranking approach and the foundations of ELECTRE methods. Multiple criteria decision aid. Springer, Berlin, Heidelberg, pp 155\u2013183"},{"issue":"1","key":"4532_CR40","doi-asserted-by":"crossref","first-page":"9","DOI":"10.1016\/0377-2217(90)90057-I","volume":"48","author":"TL Saaty","year":"1990","unstructured":"Saaty TL (1990) How to make a decision: the analytic hierarchy process. Eur J Oper Res 48(1):9\u201326","journal-title":"Eur J Oper Res"},{"key":"4532_CR41","volume-title":"Decision making with the analytic network process","author":"TL Saaty","year":"2006","unstructured":"Saaty TL (2006) Decision making with the analytic network process. Springer Science+ Business Media, LLC, Berlin"},{"issue":"02","key":"4532_CR42","doi-asserted-by":"crossref","first-page":"615","DOI":"10.1142\/S0219622021500620","volume":"21","author":"SA Sadabadi","year":"2022","unstructured":"Sadabadi SA, Hadi-Vencheh A, Jamshidi A, Jalali M (2022) An improved fuzzy TOPSIS method with a new ranking index. Int J Inf Technol Decis Mak 21(02):615\u2013641","journal-title":"Int J Inf Technol Decis Mak"},{"key":"4532_CR43","doi-asserted-by":"crossref","first-page":"1081","DOI":"10.1016\/j.applthermaleng.2018.11.122","volume":"148","author":"M Saeedi","year":"2019","unstructured":"Saeedi M, Moradi M, Hosseini M, Emamifar A, Ghadimi N (2019) Robust optimization based optimal chiller loading under cooling demand uncertainty. Appl Therm Eng 148:1081\u20131091","journal-title":"Appl Therm Eng"},{"issue":"1","key":"4532_CR44","doi-asserted-by":"crossref","first-page":"523","DOI":"10.1007\/s11227-020-03284-0","volume":"77","author":"RK Tiwari","year":"2021","unstructured":"Tiwari RK, Kumar R (2021) G-TOPSIS: a cloud service selection framework using Gaussian TOPSIS for rank reversal problem. J Supercomput 77(1):523\u2013562","journal-title":"J Supercomput"},{"issue":"8","key":"4532_CR45","doi-asserted-by":"crossref","first-page":"4295","DOI":"10.1016\/j.amc.2011.10.001","volume":"218","author":"RC Tsaur","year":"2011","unstructured":"Tsaur RC (2011) Decision risk analysis for an interval TOPSIS method. Appl Math Comput 218(8):4295\u20134304","journal-title":"Appl Math Comput"},{"issue":"5\u20136","key":"4532_CR46","doi-asserted-by":"crossref","first-page":"1221","DOI":"10.1016\/j.mcm.2008.06.019","volume":"49","author":"YM Wang","year":"2009","unstructured":"Wang YM, Luo Y (2009) On rank reversal in decision analysis. Math Comput Model 49(5\u20136):1221\u20131229","journal-title":"Math Comput Model"},{"key":"4532_CR47","doi-asserted-by":"crossref","unstructured":"Wang JG, Wang RQ (2008) Hybrid random multi-criteria decision-making approach with incomplete certain information. In: Chinese control and decision conference. IEEE, Yantai, Shandong, pp 1444\u20131448","DOI":"10.1109\/CCDC.2009.5192833"},{"key":"4532_CR48","first-page":"410","volume":"4","author":"H Wang","year":"2010","unstructured":"Wang H, Smarandache F, Zhang YQ, Sunderraman R (2010) Single valued neutrosophic sets. Multispace Multistruct 4:410\u2013413","journal-title":"Multispace Multistruct"},{"key":"4532_CR49","doi-asserted-by":"crossref","unstructured":"Wang Y, Liu P, Yao Y (2022) BMW-TOPSIS: a generalized TOPSIS model based on three-way decision. Information Sciences","DOI":"10.1016\/j.ins.2022.06.018"},{"issue":"3","key":"4532_CR50","doi-asserted-by":"crossref","first-page":"441","DOI":"10.1109\/TFUZZ.2010.2043439","volume":"18","author":"D Wu","year":"2010","unstructured":"Wu D, Mendel JM (2010) Computing with words for hierarchical decision making applied to evaluating a weapon system. IEEE Trans Fuzzy Syst 18(3):441\u2013460","journal-title":"IEEE Trans Fuzzy Syst"},{"key":"4532_CR51","doi-asserted-by":"crossref","first-page":"53","DOI":"10.1016\/j.knosys.2013.05.011","volume":"52","author":"Z Xu","year":"2013","unstructured":"Xu Z, Zhang X (2013) Hesitant fuzzy multi-attribute decision making based on TOPSIS with incomplete weight information. Knowl-Based Syst 52:53\u201364","journal-title":"Knowl-Based Syst"},{"issue":"3","key":"4532_CR52","doi-asserted-by":"crossref","first-page":"753","DOI":"10.1080\/09540091.2021.1889975","volume":"33","author":"J Xu","year":"2021","unstructured":"Xu J, Xiao L, Li Y, Huang M, Zhuang Z, Weng TH, Liang W (2021) NFMF: neural fusion matrix factorisation for QoS prediction in service selection. Connect Sci 33(3):753\u2013768","journal-title":"Connect Sci"},{"issue":"16","key":"4532_CR53","doi-asserted-by":"crossref","first-page":"1691","DOI":"10.1007\/s00521-019-04241-6","volume":"32","author":"M Yang","year":"2020","unstructured":"Yang M, Zhu H, Guo K (2020) Research on manufacturing service combination optimization based on neural network and multi-attribute decision making. Neural Comput Appl 32(16):1691\u20131700","journal-title":"Neural Comput Appl"},{"issue":"5","key":"4532_CR54","doi-asserted-by":"crossref","first-page":"1157","DOI":"10.1007\/s00521-014-1787-6","volume":"26","author":"J Ye","year":"2015","unstructured":"Ye J (2015) Trapezoidal neutrosophic set and its application to multiple attribute decision-making. Neural Comput Appl 26(5):1157\u20131166","journal-title":"Neural Comput Appl"},{"key":"4532_CR55","volume-title":"TOPSIS (technique for order preference by similarity to ideal solution)\u2014a multiple attribute decision making : multiple attribute decision making\u2014methods and applications, a state-of-the-at survey","author":"K Yoon","year":"1981","unstructured":"Yoon K, Hwang CL (1981) TOPSIS (technique for order preference by similarity to ideal solution)\u2014a multiple attribute decision making\u202f: multiple attribute decision making\u2014methods and applications, a state-of-the-at survey. Springer Verlag, Berlin"},{"issue":"12","key":"4532_CR56","doi-asserted-by":"crossref","first-page":"8543","DOI":"10.1016\/j.eswa.2010.05.021","volume":"37","author":"A Yousefi","year":"2010","unstructured":"Yousefi A, Hadi-Vencheh A (2010) An integrated group decision making model and its evaluation by DEA for automobile industry. Expert Syst Appl 37(12):8543\u20138556","journal-title":"Expert Syst Appl"},{"issue":"1","key":"4532_CR57","doi-asserted-by":"crossref","first-page":"146","DOI":"10.1016\/j.knosys.2010.07.014","volume":"24","author":"Z Yue","year":"2011","unstructured":"Yue Z (2011) An extended TOPSIS for determining weights of decision makers with interval numbers. Knowl-Based Syst 24(1):146\u2013153","journal-title":"Knowl-Based Syst"},{"issue":"3","key":"4532_CR58","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(3):338\u2013353","journal-title":"Inf Control"}],"container-title":["Journal of Ambient Intelligence and Humanized Computing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s12652-023-04532-w.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s12652-023-04532-w\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s12652-023-04532-w.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,12,6]],"date-time":"2023-12-06T02:07:51Z","timestamp":1701828471000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s12652-023-04532-w"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,2,2]]},"references-count":58,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2023,3]]}},"alternative-id":["4532"],"URL":"https:\/\/doi.org\/10.1007\/s12652-023-04532-w","relation":{},"ISSN":["1868-5137","1868-5145"],"issn-type":[{"value":"1868-5137","type":"print"},{"value":"1868-5145","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,2,2]]},"assertion":[{"value":"18 October 2020","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"10 January 2023","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"2 February 2023","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}