{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,16]],"date-time":"2026-03-16T04:36:36Z","timestamp":1773635796122,"version":"3.50.1"},"reference-count":91,"publisher":"Springer Science and Business Media LLC","issue":"10","license":[{"start":{"date-parts":[[2024,8,26]],"date-time":"2024-08-26T00:00:00Z","timestamp":1724630400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"},{"start":{"date-parts":[[2024,8,26]],"date-time":"2024-08-26T00:00:00Z","timestamp":1724630400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"}],"funder":[{"DOI":"10.13039\/501100004569","name":"Ministerstwo Edukacji i Nauki","doi-asserted-by":"publisher","award":["RID\/SP\/0046\/2024\/01"],"award-info":[{"award-number":["RID\/SP\/0046\/2024\/01"]}],"id":[{"id":"10.13039\/501100004569","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Narodowe Centrum Nauki,Poland","award":["2021\/41\/B\/HS4\/01296"],"award-info":[{"award-number":["2021\/41\/B\/HS4\/01296"]}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Artif Intell Rev"],"abstract":"<jats:title>Abstract<\/jats:title><jats:p>Multi-criteria decision analysis (MCDA) methods are vital in assessing decision variants under multiple conditions. However, involving domain experts in developing decision models can be challenging and costly, necessitating more scalable and independent solutions. This paper introduces the intelligent characteristic objects method (INCOME), which combines the k-Nearest Neighbor (kNN) algorithm and the COMET method to create a theoretical decision-maker for comparing characteristic objects (COs). INCOME overcomes limitations of classical MCDA methods, such as the TOPSIS approach, which struggles with complex functions and non-monotonic modeling. INCOME influences data-based knowledge to provide a robust framework for assessing decision options. The integration of the COMET method and kNN algorithm enables improved modeling of decision functions based on evaluated data, increasing the flexibility and independence of the INCOME approach. A case study assessing gas power plants based on four criteria is presented to validate the performance of the INCOME method. The results demonstrate high correlations with the reference model and slightly higher classical approaches like TOPSIS and TOPSIS-COMET. However, INCOME exhibits greater stability and flexibility by utilizing all available data instead of relying on limited expert knowledge. The proposed INCOME approach offers several advantages, including creating a continuous decision model, resistance to the Rank-Reversal phenomenon, and the potential for replacing domain experts with artificial experts. This study highlights the effectiveness of INCOME in Multi-Criteria Decision Analysis. It suggests future research directions, such as parameter selection and testing in different decision-making problems.<\/jats:p>","DOI":"10.1007\/s10462-024-10892-2","type":"journal-article","created":{"date-parts":[[2024,8,26]],"date-time":"2024-08-26T13:02:07Z","timestamp":1724677327000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":10,"title":["Intelligent characteristic objects method (INCOME): a data knowledge-based multi-criteria decision analysis"],"prefix":"10.1007","volume":"57","author":[{"given":"Bart\u0142omiej","family":"Kizielewicz","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Andrii","family":"Shekhovtsov","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jakub","family":"Wi\u0119ckowski","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jaros\u0142aw","family":"W\u0105tr\u00f3bski","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Wojciech","family":"Sa\u0142abun","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2024,8,26]]},"reference":[{"issue":"2","key":"10892_CR1","doi-asserted-by":"publisher","first-page":"318","DOI":"10.1287\/ijoc.2018.0823","volume":"31","author":"M Aggarwal","year":"2019","unstructured":"Aggarwal M, Fallah Tehrani A (2019) Modelling human decision behaviour with preference learning. Inform J Comput 31(2):318\u2013334","journal-title":"Inform J Comput"},{"key":"10892_CR2","volume-title":"Opinion weight criteria method (OWCM): a new method for weighting criteria with zero inconsistency","author":"AD Ahmed","year":"2024","unstructured":"Ahmed AD, Salih MM, Muhsen YR (2024) Opinion weight criteria method (OWCM): a new method for weighting criteria with zero inconsistency. IEEE Access"},{"key":"10892_CR3","doi-asserted-by":"publisher","first-page":"130824","DOI":"10.1016\/j.jclepro.2022.130824","volume":"343","author":"MA Alao","year":"2022","unstructured":"Alao MA, Popoola OM, Ayodele TR (2022) A novel fuzzy integrated MCDM model for optimal selection of waste-to-energy-based-distributed generation under uncertainty: a case of the City of Cape Town, South Africa. J Clean Prod 343:130824","journal-title":"J Clean Prod"},{"issue":"5","key":"10892_CR4","doi-asserted-by":"publisher","first-page":"444","DOI":"10.1002\/int.20476","volume":"26","author":"F Al-Obeidat","year":"2011","unstructured":"Al-Obeidat F, Belacel N (2011) Alternative approach for learning and improving the MCDA method PROAFTN. Int J Intell Syst 26(5):444\u2013463","journal-title":"Int J Intell Syst"},{"issue":"6","key":"10892_CR5","doi-asserted-by":"publisher","first-page":"112","DOI":"10.5897\/AJMCSR12.011","volume":"5","author":"S Amponsah","year":"2012","unstructured":"Amponsah S, Darkwah K, Inusah A (2012) Logistic preference function for preference ranking organization method for enrichment evaluation (PROMETHEE) decision analysis. Afr J Math Comput Sci Res 5(6):112\u2013119","journal-title":"Afr J Math Comput Sci Res"},{"issue":"2","key":"10892_CR6","first-page":"99","volume":"5","author":"I Badi","year":"2022","unstructured":"Badi I, Muhammad L, Abubakar M, Bak\u0131r M (2022) Measuring sustainability performance indicators using FUCOM-MARCOS methods. Oper Rese Eng Sci: Theory Appl 5(2):99\u2013116","journal-title":"Oper Rese Eng Sci: Theory Appl"},{"issue":"1","key":"10892_CR7","first-page":"18","volume":"6","author":"I Badi","year":"2023","unstructured":"Badi I, Alosta A, Elmansouri O, Abdulshahed A, Elsharief S (2023) An application of a novel grey-CODAS method to the selection of hub airport in North Africa. Decis Mak: Appl Manag Eng 6(1):18\u201333","journal-title":"Decis Mak: Appl Manag Eng"},{"issue":"3","key":"10892_CR8","doi-asserted-by":"publisher","first-page":"312","DOI":"10.1287\/mnsc.49.3.312.12739","volume":"49","author":"B Baesens","year":"2003","unstructured":"Baesens B, Setiono R, Mues C, Vanthienen J (2003) Using neural network rule extraction and decision tables for credit-risk evaluation. Manag Sci 49(3):312\u2013329","journal-title":"Manag Sci"},{"key":"10892_CR9","doi-asserted-by":"publisher","first-page":"143","DOI":"10.1016\/j.erss.2018.11.003","volume":"49","author":"A Bhardwaj","year":"2019","unstructured":"Bhardwaj A, Joshi M, Khosla R, Dubash NK (2019) More priorities, more problems? Decision-making with multiple energy, development and climate objectives. Energy Res Soc Sci 49:143\u2013157","journal-title":"Energy Res Soc Sci"},{"key":"10892_CR10","first-page":"1","volume":"109","author":"ME Biresselioglu","year":"2018","unstructured":"Biresselioglu ME, Kaplan MD, Yilmaz BK (2018) Electric mobility in Europe: a comprehensive review of motivators and barriers in decision making processes. Transp Res Part A: Policy Pract 109:1\u201313","journal-title":"Transp Res Part A: Policy Pract"},{"issue":"3","key":"10892_CR11","first-page":"453","volume":"21","author":"S Biswas","year":"2023","unstructured":"Biswas S, Bo\u017eani\u0107 D, Pamu\u010dar D, Marinkovi\u0107 D (2023) A spherical fuzzy based decision making framework with Einstein aggregation for comparing preparedness of SMES in quality 4.0. Facta Univ, Ser: Mech Eng 21(3):453\u2013478","journal-title":"Facta Univ, Ser: Mech Eng"},{"issue":"1","key":"10892_CR12","doi-asserted-by":"publisher","first-page":"1","DOI":"10.31181\/dma21202419","volume":"2","author":"S Biswas","year":"2024","unstructured":"Biswas S, Pamucar D, Dawn S, Simic V (2024) Evaluation based on relative utility and nonlinear standardization (ERUNS) method for comparing firm performance in energy sector. Decis Mak Adv 2(1):1\u201321","journal-title":"Decis Mak Adv"},{"issue":"1","key":"10892_CR13","doi-asserted-by":"publisher","first-page":"71","DOI":"10.31181\/jscda21202435","volume":"2","author":"MB Bouraima","year":"2024","unstructured":"Bouraima MB, Ibrahim B, Qiu Y, Kridish M, Dantonka M (2024) Integrated spherical decision-making model for managing climate change risks in Africa. J Soft Comput Decis Anal 2(1):71\u201385","journal-title":"J Soft Comput Decis Anal"},{"issue":"1","key":"10892_CR14","first-page":"101","volume":"22","author":"D Bo\u017eani\u0107","year":"2024","unstructured":"Bo\u017eani\u0107 D, Epler I, Pu\u0161ka A, Biswas S, Marinkovi\u0107 D, Koprivica S (2024) Application of the dibr II-rough MABAC decision-making model for ranking methods and techniques of lean organization systems management in the process of technical maintenance. Facta Univ Ser: Mech Eng 22(1):101\u2013123","journal-title":"Facta Univ Ser: Mech Eng"},{"key":"10892_CR15","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.ins.2015.12.011","volume":"337","author":"E Cables","year":"2016","unstructured":"Cables E, Lamata MT, Verdegay JL (2016) RIM-reference ideal method in multicriteria decision making. Inform Sci 337:1\u201310","journal-title":"Inform Sci"},{"key":"10892_CR16","first-page":"63","volume":"4","author":"D Chary","year":"2021","unstructured":"Chary D (2021) Prediction of full load electrical power output of a base load operated combined cycle power plant using machine learning methods. J Innov Dev Pharm Techn Sci (JIDPTS) 4:63\u201366","journal-title":"J Innov Dev Pharm Techn Sci (JIDPTS)"},{"key":"10892_CR17","doi-asserted-by":"publisher","first-page":"7","DOI":"10.1007\/s10479-015-1829-1","volume":"251","author":"C Colapinto","year":"2017","unstructured":"Colapinto C, Jayaraman R, Marsiglio S (2017) Multi-criteria decision analysis with goal programming in engineering, management and social sciences: a state-of-the art review. Ann Oper Res 251:7\u201340","journal-title":"Ann Oper Res"},{"issue":"4","key":"10892_CR18","doi-asserted-by":"publisher","first-page":"515","DOI":"10.1111\/j.1467-842X.2005.00413.x","volume":"47","author":"J Costa","year":"2005","unstructured":"Costa J, Soares C (2005) A weighted rank measure of correlation. Australian N Z J Stat 47(4):515\u2013529","journal-title":"Australian N Z J Stat"},{"issue":"1\u20132","key":"10892_CR19","doi-asserted-by":"publisher","first-page":"23","DOI":"10.1002\/mcda.1732","volume":"29","author":"P Devarakonda","year":"2022","unstructured":"Devarakonda P, Sadasivuni R, Nobrega RA, Wu J (2022) Application of spatial multicriteria decision analysis in healthcare: identifying drivers and triggers of infectious disease outbreaks using ensemble learning. J Multi-Criteria Decis Anal 29(1\u20132):23\u201336","journal-title":"J Multi-Criteria Decis Anal"},{"key":"10892_CR20","doi-asserted-by":"crossref","unstructured":"Dezert J, Tchamova A, Han D, Tacnet J-M (2020) The SPOTIS rank reversal free method for multi-criteria decision-making support. In: 2020 IEEE 23rd International conference on information fusion (FUSION), IEEE, pp 1\u20138","DOI":"10.23919\/FUSION45008.2020.9190347"},{"issue":"5","key":"10892_CR21","doi-asserted-by":"publisher","first-page":"326","DOI":"10.1109\/TSMC.1977.4309720","volume":"7","author":"W Edwards","year":"1977","unstructured":"Edwards W (1977) How to use multi attribute utility measurement for social decision making. IEEE Trans Syst Man Cybern 7(5):326\u2013340","journal-title":"IEEE Trans Syst Man Cybern"},{"key":"10892_CR22","doi-asserted-by":"publisher","first-page":"157","DOI":"10.1007\/s40815-018-0543-y","volume":"21","author":"L Fei","year":"2019","unstructured":"Fei L, Deng Y, Hu Y (2019) DS-VIKOR: a new multi-criteria decision-making method for supplier selection. Int J Fuzzy Syst 21:157\u2013175","journal-title":"Int J Fuzzy Syst"},{"key":"10892_CR23","doi-asserted-by":"publisher","first-page":"164","DOI":"10.1016\/S2212-5671(14)00332-3","volume":"12","author":"J Franek","year":"2014","unstructured":"Franek J, Kresta A (2014) Judgment scales and consistency measure in AHP. Procedia Econ Finan 12:164\u2013173","journal-title":"Procedia Econ Finan"},{"key":"10892_CR24","doi-asserted-by":"publisher","first-page":"107109","DOI":"10.1016\/j.asoc.2021.107109","volume":"102","author":"C Fu","year":"2021","unstructured":"Fu C, Xue M, Liu W, Xu D, Yang J (2021) Data-driven preference learning in multiple criteria decision making in the evidential reasoning context. Appl Soft Comput 102:107109","journal-title":"Appl Soft Comput"},{"issue":"8","key":"10892_CR25","doi-asserted-by":"publisher","first-page":"674","DOI":"10.1038\/s41893-019-0334-y","volume":"2","author":"F Fuso Nerini","year":"2019","unstructured":"Fuso Nerini F, Sovacool B, Hughes N, Cozzi L, Cosgrave E, Howells M, Tavoni M, Tomei J, Zerriffi H, Milligan B (2019) Connecting climate action with other sustainable development goals. Nat Sustain 2(8):674\u2013680","journal-title":"Nat Sustain"},{"issue":"2","key":"10892_CR26","doi-asserted-by":"publisher","first-page":"79","DOI":"10.3390\/ijgi8020079","volume":"8","author":"L Gigovi\u0107","year":"2019","unstructured":"Gigovi\u0107 L, Drobnjak S, Pamu\u010dar D (2019) The application of the hybrid GIS spatial multi-criteria decision analysis best-worst methodology for landslide susceptibility mapping. ISPRS Int J Geo Inform 8(2):79","journal-title":"ISPRS Int J Geo Inform"},{"issue":"1","key":"10892_CR27","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1177\/0734242X16664024","volume":"35","author":"LM Goulart Coelho","year":"2017","unstructured":"Goulart Coelho LM, Lange LC, Coelho HM (2017) Multi-criteria decision making to support waste management: a critical review of current practices and methods. Waste Manag Res 35(1):3\u201328","journal-title":"Waste Manag Res"},{"key":"10892_CR28","doi-asserted-by":"publisher","first-page":"102263","DOI":"10.1016\/j.omega.2020.102263","volume":"101","author":"M Guo","year":"2021","unstructured":"Guo M, Zhang Q, Liao X, Chen FY, Zeng DD (2021) A hybrid machine learning framework for analyzing human decision-making through learning preferences. Omega 101:102263","journal-title":"Omega"},{"issue":"1","key":"10892_CR29","first-page":"774","volume":"6","author":"S Gupta","year":"2023","unstructured":"Gupta S, Bandyopadhyay G, Biswas S, Mitra A (2023) An integrated framework for classification and selection of stocks for portfolio construction: evidence from NSE, India. Decis Mak: Appl Manag Eng 6(1):774\u2013803","journal-title":"Decis Mak: Appl Manag Eng"},{"issue":"11","key":"10892_CR30","doi-asserted-by":"publisher","first-page":"90","DOI":"10.1177\/0361198119851085","volume":"2673","author":"M Hafez","year":"2019","unstructured":"Hafez M, Ksaibati K, Atadero RA (2019) Optimizing expert-based decision-making of pavement maintenance using artificial neural networks with pattern-recognition algorithms. Transp Res Rec 2673(11):90\u2013100","journal-title":"Transp Res Rec"},{"key":"10892_CR31","doi-asserted-by":"publisher","first-page":"145","DOI":"10.1016\/j.inffus.2018.12.002","volume":"51","author":"A Hafezalkotob","year":"2019","unstructured":"Hafezalkotob A, Hafezalkotob A, Liao H, Herrera F (2019) An overview of MULTIMOORA for multi-criteria decision-making: theory, developments, applications, and challenges. Inform Fusion 51:145\u2013177","journal-title":"Inform Fusion"},{"key":"10892_CR32","doi-asserted-by":"publisher","first-page":"119167","DOI":"10.1016\/j.apenergy.2022.119167","volume":"317","author":"J He","year":"2022","unstructured":"He J, Yang Y, Liao Z, Xu A, Fang K (2022) Linking SDG 7 to assess the renewable energy footprint of nations by 2030. Appl Energy 317:119167","journal-title":"Appl Energy"},{"key":"10892_CR33","doi-asserted-by":"publisher","first-page":"509","DOI":"10.1016\/j.jclepro.2017.12.072","volume":"182","author":"JS Jeong","year":"2018","unstructured":"Jeong JS, Ram\u00edrez-G\u00f3mez \u00c1 (2018) Optimizing the location of a biomass plant with a fuzzy-decision-making trial and evaluation laboratory (F-DEMATEL) and multi-criteria spatial decision assessment for renewable energy management and long-term sustainability. J Clean Prod 182:509\u2013520","journal-title":"J Clean Prod"},{"issue":"1","key":"10892_CR34","doi-asserted-by":"publisher","first-page":"39","DOI":"10.31181\/jscda21202430","volume":"2","author":"A Kazemi","year":"2024","unstructured":"Kazemi A, Kazemi Z, Heshmat H, Nazarian-Jashnabadi J, Tom\u00e1\u0161kov\u00e1 H (2024) Ranking factors affecting sustainable competitive advantage from the business intelligence perspective: using content analysis and F-TOPSIS. J Soft Comput Decis Anal 2(1):39\u201353","journal-title":"J Soft Comput Decis Anal"},{"key":"10892_CR35","doi-asserted-by":"publisher","first-page":"173","DOI":"10.1007\/978-3-030-63654-8_7","volume-title":"Energy and environmental security in developing countries","author":"I Khan","year":"2021","unstructured":"Khan I (2021) Sustainable energy infrastructure planning framework: transition to a sustainable electricity generation system in Bangladesh. In: Asif M (ed) Energy and environmental security in developing countries. Springer, Cham, pp 173\u2013198"},{"key":"10892_CR36","doi-asserted-by":"publisher","first-page":"311","DOI":"10.1016\/j.jhydrol.2019.03.073","volume":"573","author":"K Khosravi","year":"2019","unstructured":"Khosravi K, Shahabi H, Pham BT, Adamowski J, Shirzadi A, Pradhan B, Dou J, Ly H-B, Gr\u00f3f G, Ho HL et al (2019) A comparative assessment of flood susceptibility modeling using multi-criteria decision-making analysis and machine learning methods. J Hydrol 573:311\u2013323","journal-title":"J Hydrol"},{"key":"10892_CR37","doi-asserted-by":"publisher","first-page":"4901","DOI":"10.1016\/j.procs.2023.10.490","volume":"225","author":"B Kizielewicz","year":"2023","unstructured":"Kizielewicz B, Dobryakova L (2023) Stochastic triangular fuzzy number (S-TFN) normalization: a new approach for nonmonotonic normalization. Procedia Comput Sci 225:4901\u20134911","journal-title":"Procedia Comput Sci"},{"key":"10892_CR38","first-page":"27","volume-title":"International conference on intelligent and fuzzy systems","author":"B Kizielewicz","year":"2022","unstructured":"Kizielewicz B, Wi\u0119ckowski J, Paradowski B, Sa\u0142abun W (2022) Dealing with nonmonotonic criteria in decision-making problems using fuzzy normalization. International conference on intelligent and fuzzy systems. Springer, Cham, pp 27\u201335"},{"key":"10892_CR39","doi-asserted-by":"publisher","first-page":"101368","DOI":"10.1016\/j.softx.2023.101368","volume":"22","author":"B Kizielewicz","year":"2023","unstructured":"Kizielewicz B, Shekhovtsov A, Sa\u0142abun W (2023) pymcdm-The universal library for solving multi-criteria decision-making problems. SoftwareX 22:101368","journal-title":"SoftwareX"},{"key":"10892_CR40","unstructured":"Kizielewicz B, Paradowski B, Wi\u0119ckowski J, Sa\u0142abun W (2022) Identification of weights in multi-cteria decision problems based on stochastic optimization"},{"key":"10892_CR41","doi-asserted-by":"crossref","unstructured":"Kizielewicz B, Shekhovtsov A, Sa\u0142abun W, Piegat A (2021) Decision-making problems with local extremes: Comparative study case. In: Artificial intelligence and soft computing: 20th international conference, ICAISC 2021, Virtual Event, June 21\u201323, 2021, Proceedings, Part I 20, pp. 453\u2013462. Springer","DOI":"10.1007\/978-3-030-87986-0_40"},{"key":"10892_CR42","doi-asserted-by":"publisher","first-page":"596","DOI":"10.1016\/j.rser.2016.11.191","volume":"69","author":"A Kumar","year":"2017","unstructured":"Kumar A, Sah B, Singh AR, Deng Y, He X, Kumar P, Bansal R (2017) A review of multi criteria decision making (MCDM) towards sustainable renewable energy development. Renew Sustain Energy Rev 69:596\u2013609","journal-title":"Renew Sustain Energy Rev"},{"key":"10892_CR43","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/s12040-020-01461-6","volume":"129","author":"B Kumari","year":"2020","unstructured":"Kumari B, Pandey AC (2020) Geo-informatics based multi-criteria decision analysis (MCDA) through analytic hierarchy process (AHP) for forest fire risk mapping in Palamau Tiger Reserve, Jharkhand state, India. J Earth Syst Sci 129:1\u201316","journal-title":"J Earth Syst Sci"},{"key":"10892_CR44","doi-asserted-by":"publisher","first-page":"1350","DOI":"10.1214\/15-AOAS848","volume":"9","author":"B Letham","year":"2015","unstructured":"Letham B, Rudin C, McCormick TH, Madigan D (2015) Interpretable classifiers using rules and Bayesian analysis: building a better stroke prediction model. Ann Appl Stat 9:1350","journal-title":"Ann Appl Stat"},{"key":"10892_CR45","doi-asserted-by":"publisher","first-page":"102175","DOI":"10.1016\/j.omega.2019.102175","volume":"96","author":"F Liang","year":"2020","unstructured":"Liang F, Brunelli M, Rezaei J (2020) Consistency issues in the best worst method: measurements and thresholds. Omega 96:102175","journal-title":"Omega"},{"issue":"4","key":"10892_CR46","doi-asserted-by":"publisher","first-page":"764","DOI":"10.1287\/ijoc.2023.1292","volume":"35","author":"J Liu","year":"2023","unstructured":"Liu J, Kadzi\u0144ski M, Liao X (2023) Modeling contingent decision behavior: a Bayesian nonparametric preference-learning approach. Inform J Comput 35(4):764\u2013785","journal-title":"Inform J Comput"},{"issue":"1","key":"10892_CR47","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.ejor.2017.04.041","volume":"263","author":"M Marttunen","year":"2017","unstructured":"Marttunen M, Lienert J, Belton V (2017) Structuring problems for multi-criteria decision analysis in practice: a literature review of method combinations. Eur J Oper Res 263(1):1\u201317","journal-title":"Eur J Oper Res"},{"issue":"2","key":"10892_CR48","doi-asserted-by":"publisher","first-page":"781","DOI":"10.1016\/j.ejor.2022.06.053","volume":"305","author":"K Martyn","year":"2023","unstructured":"Martyn K, Kadzi\u0144ski M (2023) Deep preference learning for multiple criteria decision analysis. Eur J Oper Res 305(2):781\u2013805","journal-title":"Eur J Oper Res"},{"key":"10892_CR49","doi-asserted-by":"publisher","DOI":"10.31181\/dmame8120251181","author":"GD Monek","year":"2025","unstructured":"Monek GD, Fischer S (2025) Expert twin: a digital twin with an integrated fuzzy-based decision-making module. Decis Mak: Appl Manag Eng. https:\/\/doi.org\/10.31181\/dmame8120251181","journal-title":"Decis Mak: Appl Manag Eng"},{"issue":"1","key":"10892_CR50","first-page":"321","volume":"6","author":"SS Moridi","year":"2023","unstructured":"Moridi SS, Moosavirad SH, Mirhosseini M, Nikpour H, Mokhtari A (2023) Prioritizing power outages causes in different scenarios of the global business network matrix by using BWM and TOPSIS. Decis Mak: Appl Manag Eng 6(1):321\u2013340","journal-title":"Decis Mak: Appl Manag Eng"},{"key":"10892_CR51","doi-asserted-by":"publisher","first-page":"22","DOI":"10.1016\/j.dss.2014.03.001","volume":"62","author":"S Moro","year":"2014","unstructured":"Moro S, Cortez P, Rita P (2014) A data-driven approach to predict the success of bank telemarketing. Decis Support Syst 62:22\u201331","journal-title":"Decis Support Syst"},{"key":"10892_CR52","doi-asserted-by":"publisher","first-page":"101221","DOI":"10.1016\/j.ijdrr.2019.101221","volume":"38","author":"M Nassereddine","year":"2019","unstructured":"Nassereddine M, Azar A, Rajabzadeh A, Afsar A (2019) Decision making application in collaborative emergency response: a new PROMETHEE preference function. Int J Disaster Risk Reduct 38:101221","journal-title":"Int J Disaster Risk Reduct"},{"issue":"8","key":"10892_CR53","first-page":"1449","volume":"23","author":"G Odu","year":"2019","unstructured":"Odu G (2019) Weighting methods for multi-criteria decision making technique. J Appl Sci Environ Manag 23(8):1449\u20131457","journal-title":"J Appl Sci Environ Manag"},{"key":"10892_CR54","doi-asserted-by":"publisher","first-page":"112937","DOI":"10.1016\/j.enconman.2020.112937","volume":"216","author":"NC Onat","year":"2020","unstructured":"Onat NC, Aboushaqrah NN, Kucukvar M, Tarlochan F, Hamouda AM (2020) From sustainability assessment to sustainability management for policy development: the case for electric vehicles. Energy Convers Manag 216:112937","journal-title":"Energy Convers Manag"},{"key":"10892_CR55","doi-asserted-by":"publisher","first-page":"122315","DOI":"10.1016\/j.energy.2021.122315","volume":"239","author":"JMC Ongpeng","year":"2022","unstructured":"Ongpeng JMC, Rabe BIB, Razon LF, Aviso KB, Tan RR (2022) A multi-criterion decision analysis framework for sustainable energy retrofit in buildings. Energy 239:122315","journal-title":"Energy"},{"issue":"9","key":"10892_CR56","doi-asserted-by":"publisher","first-page":"393","DOI":"10.3390\/sym10090393","volume":"10","author":"D Pamu\u010dar","year":"2018","unstructured":"Pamu\u010dar D, Stevi\u0107 \u017d, Sremac S (2018) A new model for determining weight coefficients of criteria in mcdm models: full consistency method (fucom). Symmetry 10(9):393","journal-title":"Symmetry"},{"key":"10892_CR57","doi-asserted-by":"publisher","first-page":"114862","DOI":"10.1016\/j.eswa.2021.114862","volume":"175","author":"D Pamu\u010dar","year":"2021","unstructured":"Pamu\u010dar D, Pu\u0161ka A, Stevi\u0107 \u017d, \u0106irovi\u0107 G (2021) A new intelligent MCDM model for HCW management: the integrated BWM-MABAC model based on D numbers. Expert Syst Appl 175:114862","journal-title":"Expert Syst Appl"},{"key":"10892_CR58","doi-asserted-by":"publisher","first-page":"433","DOI":"10.1007\/s10479-019-03151-z","volume":"293","author":"R Pelissari","year":"2020","unstructured":"Pelissari R, Oliveira MC, Amor SB, Kandakoglu A, Helleno AL (2020) SMAA methods and their applications: a literature review and future research directions. Ann Oper Res 293:433\u2013493","journal-title":"Ann Oper Res"},{"key":"10892_CR59","doi-asserted-by":"crossref","unstructured":"Petrov I (2022) MCDM for renewable energy projects: criteria weighting with traditional entropy and novel hierarchy in combination with conventional and structured in blocks AHP approaches. In: 2022 9th Iranian conference on renewable energy & distributed generation (ICREDG), IEEE, pp 1\u20138","DOI":"10.1109\/ICREDG54199.2022.9804553"},{"issue":"1","key":"10892_CR60","doi-asserted-by":"publisher","first-page":"1","DOI":"10.31181\/jdaic10016012024p","volume":"4","author":"S Phulara","year":"2024","unstructured":"Phulara S, Kumar A, Narang M, Bisht K (2024) A novel hybrid grey-BCM approach in multi-criteria decision making: an application in OTT platform. J Decis Anal Intell Comput 4(1):1\u201315","journal-title":"J Decis Anal Intell Comput"},{"issue":"3","key":"10892_CR61","first-page":"36","volume":"6","author":"A Piegat","year":"2012","unstructured":"Piegat A, Sa\u0142abun W (2012) Nonlinearity of human multi-criteria in decision-making. J Theor Appl Comput Sci 6(3):36\u201349","journal-title":"J Theor Appl Comput Sci"},{"key":"10892_CR62","doi-asserted-by":"publisher","first-page":"118219","DOI":"10.1016\/j.jclepro.2019.118219","volume":"240","author":"H Prajapati","year":"2019","unstructured":"Prajapati H, Kant R, Shankar R (2019) Prioritizing the solutions of reverse logistics implementation to mitigate its barriers: a hybrid modified SWARA and WASPAS approach. J Clean Prod 240:118219","journal-title":"J Clean Prod"},{"issue":"8","key":"10892_CR63","doi-asserted-by":"publisher","first-page":"1343","DOI":"10.1108\/IJSHE-02-2019-0103","volume":"20","author":"WM Purcell","year":"2019","unstructured":"Purcell WM, Henriksen H, Spengler JD (2019) Universities as the engine of transformational sustainability toward delivering the sustainable development goals: \u201cliving labs\u201d for sustainability. Int J Sustain High Educ 20(8):1343\u20131357","journal-title":"Int J Sustain High Educ"},{"key":"10892_CR64","doi-asserted-by":"publisher","first-page":"38","DOI":"10.1016\/j.measurement.2017.07.024","volume":"111","author":"M Qader","year":"2017","unstructured":"Qader M, Zaidan B, Zaidan A, Ali S, Kamaluddin M, Radzi W (2017) A methodology for football players selection problem based on multi-measurements criteria analysis. Measurement 111:38\u201350","journal-title":"Measurement"},{"issue":"3","key":"10892_CR65","first-page":"387","volume":"21","author":"M Radovanovi\u0107","year":"2023","unstructured":"Radovanovi\u0107 M, Bo\u017eani\u0107 D, Te\u0161i\u0107 D, Pu\u0161ka A, Hezam IM, Jana C (2023) Application of hybrid DIBR-FUCOM-LMAW-Bonferroni-grey-EDAS model in multicriteria decision-making. Facta Univ, Ser: Mech Eng 21(3):387\u2013403","journal-title":"Facta Univ, Ser: Mech Eng"},{"key":"10892_CR66","doi-asserted-by":"publisher","first-page":"585","DOI":"10.1007\/s41748-019-00123-y","volume":"3","author":"M Rahman","year":"2019","unstructured":"Rahman M, Ningsheng C, Islam MM, Dewan A, Iqbal J, Washakh RMA, Shufeng T (2019) Flood susceptibility assessment in Bangladesh using machine learning and multi-criteria decision analysis. Earth Syst Environ 3:585\u2013601","journal-title":"Earth Syst Environ"},{"issue":"1","key":"10892_CR67","first-page":"603","volume":"6","author":"H Rana","year":"2023","unstructured":"Rana H, Umer M, Hassan U, Asgher U, Silva-Aravena F, Ehsan N (2023) Application of fuzzy TOPSIS for prioritization of patients on elective surgeries waiting list-a novel multi-criteria decision-making approach. Decis Mak: Appl Manag Eng 6(1):603\u2013630","journal-title":"Decis Mak: Appl Manag Eng"},{"key":"10892_CR68","doi-asserted-by":"publisher","first-page":"49","DOI":"10.1016\/j.omega.2014.11.009","volume":"53","author":"J Rezaei","year":"2015","unstructured":"Rezaei J (2015) Best-worst multi-criteria decision-making method. Omega 53:49\u201357","journal-title":"Omega"},{"key":"10892_CR69","volume-title":"The analytic hierarchy process","author":"TL Saaty","year":"1980","unstructured":"Saaty TL (1980) The analytic hierarchy process. McGraw-Hill, New York"},{"key":"10892_CR70","first-page":"101380","volume":"47","author":"M Sahabuddin","year":"2021","unstructured":"Sahabuddin M, Khan I (2021) Multi-criteria decision analysis methods for energy sector\u2019s sustainability assessment: robustness analysis through criteria weight change. Sustain Energy Technol Assess 47:101380","journal-title":"Sustain Energy Technol Assess"},{"key":"10892_CR71","doi-asserted-by":"crossref","unstructured":"Saidi K, Hioual O, Siam A (2019) A DSL-MCDA model for energy consumption-aware in cloud computing. In: 2019 International conference on internet of things, embedded systems and communications (IINTEC). IEEE, pp 168\u2013173","DOI":"10.1109\/IINTEC48298.2019.9112111"},{"issue":"3","key":"10892_CR72","first-page":"62","volume":"5","author":"W Sa\u0142abun","year":"2014","unstructured":"Sa\u0142abun W (2014) Reduction in the number of comparisons required to create matrix of expert judgment in the comet method. Manag Prod Eng Rev 5(3):62\u201369","journal-title":"Manag Prod Eng Rev"},{"issue":"1\u20132","key":"10892_CR73","doi-asserted-by":"publisher","first-page":"37","DOI":"10.1002\/mcda.1525","volume":"22","author":"W Sa\u0142abun","year":"2015","unstructured":"Sa\u0142abun W (2015) The characteristic objects method: a new distance-based approach to multicriteria decision-making problems. J Multi-Criteria Decis Anal 22(1\u20132):37\u201350","journal-title":"J Multi-Criteria Decis Anal"},{"key":"10892_CR74","first-page":"715","volume-title":"International conference on computational science","author":"W Sa\u0142abun","year":"2021","unstructured":"Sa\u0142abun W, Shekhovtsov A, Kizielewicz B (2021) A new consistency coefficient in the multi-criteria decision analysis domain. International conference on computational science. Springer, Cham, pp 715\u2013727"},{"key":"10892_CR75","doi-asserted-by":"crossref","unstructured":"Sa\u0142abun W, Urbaniak K (2020) A new coefficient of rankings similarity in decision-making problems. In: Computational science\u2013ICCS 2020: 20th international conference, Amsterdam, The Netherlands, June 3\u20135, 2020, Proceedings, Part II 20, pp. 632\u2013645. Springer","DOI":"10.1007\/978-3-030-50417-5_47"},{"key":"10892_CR76","doi-asserted-by":"publisher","first-page":"105312","DOI":"10.1016\/j.est.2022.105312","volume":"55","author":"T Salameh","year":"2022","unstructured":"Salameh T, Kumar PP, Olabi A, Obaideen K, Sayed ET, Maghrabie HM, Abdelkareem MA (2022) Best battery storage technologies of solar photovoltaic systems for desalination plant using the results of multi optimization algorithms and sustainable development goals. J Energy Storage 55:105312","journal-title":"J Energy Storage"},{"key":"10892_CR77","doi-asserted-by":"publisher","first-page":"377","DOI":"10.1016\/j.renene.2020.04.137","volume":"157","author":"M Shao","year":"2020","unstructured":"Shao M, Han Z, Sun J, Xiao C, Zhang S, Zhao Y (2020) A review of multi-criteria decision making applications for renewable energy site selection. Renew Energy 157:377\u2013403","journal-title":"Renew Energy"},{"key":"10892_CR78","volume":"930","author":"D Siregar","year":"2017","unstructured":"Siregar D, Arisandi D, Usman A, Irwan D, Rahim R (2017) Research of simple multi-attribute rating technique for decision support. J Phys: Conf Ser 930:012015","journal-title":"J Phys: Conf Ser"},{"key":"10892_CR79","unstructured":"Sobrie O (2016) Learning preferences with multiple-criteria models. PhD thesis, Universit\u00e9 Paris Saclay (COmUE); Universit\u00e9 de Mons"},{"key":"10892_CR80","doi-asserted-by":"publisher","first-page":"715","DOI":"10.1016\/j.asoc.2018.07.020","volume":"71","author":"MA Sodenkamp","year":"2018","unstructured":"Sodenkamp MA, Tavana M, Di Caprio D (2018) An aggregation method for solving group multi-criteria decision-making problems with single-valued neutrosophic sets. Appl Soft Comput 71:715\u2013727","journal-title":"Appl Soft Comput"},{"key":"10892_CR81","doi-asserted-by":"publisher","first-page":"106231","DOI":"10.1016\/j.cie.2019.106231","volume":"140","author":"\u017d Stevi\u0107","year":"2020","unstructured":"Stevi\u0107 \u017d, Pamu\u010dar D, Pu\u0161ka A, Chatterjee P (2020) Sustainable supplier selection in healthcare industries using a new MCDM method: measurement of alternatives and ranking according to compromise solution (MARCOS). Comput Ind Eng 140:106231","journal-title":"Comput Ind Eng"},{"issue":"10","key":"10892_CR82","doi-asserted-by":"publisher","first-page":"4784","DOI":"10.1109\/TCYB.2020.2974924","volume":"51","author":"M Tang","year":"2020","unstructured":"Tang M, Liao H, Herrera-Viedma E, Chen CP, Pedrycz W (2020) A dynamic adaptive subgroup-to-subgroup compatibility-based conflict detection and resolution model for multicriteria large-scale group decision making. IEEE Trans Cybern 51(10):4784\u20134795","journal-title":"IEEE Trans Cybern"},{"issue":"1","key":"10892_CR83","doi-asserted-by":"publisher","first-page":"243","DOI":"10.31181\/10002122023t","volume":"3","author":"D Te\u0161i\u0107","year":"2023","unstructured":"Te\u0161i\u0107 D, Marinkovi\u0107 D (2023) Application of fermatean fuzzy weight operators and MCDM model DIBR-DIBR II-NWBM-BM for efficiency-based selection of a complex combat system. J Decis Anal Intell Comput 3(1):243\u2013256","journal-title":"J Decis Anal Intell Comput"},{"key":"10892_CR84","doi-asserted-by":"publisher","first-page":"110563","DOI":"10.1016\/j.rser.2020.110563","volume":"138","author":"C Vlachokostas","year":"2021","unstructured":"Vlachokostas C, Michailidou A, Achillas C (2021) Multi-criteria decision analysis towards promoting waste-to-energy management strategies: a critical review. Renew Sustain Energy Rev 138:110563","journal-title":"Renew Sustain Energy Rev"},{"key":"10892_CR85","doi-asserted-by":"publisher","first-page":"152316","DOI":"10.1109\/ACCESS.2020.3017221","volume":"8","author":"L Wang","year":"2020","unstructured":"Wang L, Ali Y, Nazir S, Niazi M (2020) ISA evaluation framework for security of internet of health things system using AHP-TOPSIS methods. IEEE Access 8:152316\u2013152332","journal-title":"IEEE Access"},{"key":"10892_CR86","doi-asserted-by":"crossref","unstructured":"Watr\u00f3bski J, Baczkiewicz A, Rudawska I (2022) Multi-layer perceptron regressor for ranking prediction in information systems for sustainability assessment","DOI":"10.62036\/ISD.2022.29"},{"key":"10892_CR87","doi-asserted-by":"publisher","first-page":"106114","DOI":"10.1016\/j.engappai.2023.106114","volume":"122","author":"J Wi\u0119ckowski","year":"2023","unstructured":"Wi\u0119ckowski J, Kizielewicz B, Shekhovtsov A, Sa\u0142abun W (2023) RANCOM: a novel approach to identifying criteria relevance based on inaccuracy expert judgments. Eng Appl Artif Intell 122:106114","journal-title":"Eng Appl Artif Intell"},{"key":"10892_CR88","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/s10115-007-0114-2","volume":"14","author":"X Wu","year":"2008","unstructured":"Wu X, Kumar V, Ross Quinlan J, Ghosh J, Yang Q, Motoda H, McLachlan GJ, Ng A, Liu B, Yu PS et al (2008) Top 10 algorithms in data mining. Knowl Inform Syst 14:1\u201337","journal-title":"Knowl Inform Syst"},{"key":"10892_CR89","doi-asserted-by":"publisher","first-page":"216","DOI":"10.1016\/j.engappai.2018.03.002","volume":"71","author":"F Xiao","year":"2018","unstructured":"Xiao F (2018) A novel multi-criteria decision making method for assessing health-care waste treatment technologies based on D numbers. Eng Appl Artif Intell 71:216\u2013225","journal-title":"Eng Appl Artif Intell"},{"issue":"2","key":"10892_CR90","first-page":"399","volume":"20","author":"B Zhou","year":"2022","unstructured":"Zhou B, Chen J, Wu Q, Pamu\u010dar D, Wang W, Zhou L (2022) Risk priority evaluation of power transformer parts based on hybrid FMEA framework under hesitant fuzzy environment. Facta Univ, Ser: Mech Eng 20(2):399\u2013420","journal-title":"Facta Univ, Ser: Mech Eng"},{"issue":"2","key":"10892_CR91","first-page":"126","volume":"2","author":"M \u017di\u017eovi\u0107","year":"2019","unstructured":"\u017di\u017eovi\u0107 M, Pamucar D (2019) New model for determining criteria weights: level based weight assessment (LBWA) model. Decis Mak: Appl Manag Eng 2(2):126\u2013137","journal-title":"Decis Mak: Appl Manag Eng"}],"container-title":["Artificial Intelligence Review"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10462-024-10892-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s10462-024-10892-2\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10462-024-10892-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,9,25]],"date-time":"2024-09-25T03:40:18Z","timestamp":1727235618000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s10462-024-10892-2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,8,26]]},"references-count":91,"journal-issue":{"issue":"10","published-online":{"date-parts":[[2024,10]]}},"alternative-id":["10892"],"URL":"https:\/\/doi.org\/10.1007\/s10462-024-10892-2","relation":{},"ISSN":["1573-7462"],"issn-type":[{"value":"1573-7462","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,8,26]]},"assertion":[{"value":"25 July 2024","order":1,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"26 August 2024","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 declare no competing interests.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}],"article-number":"266"}}