{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,16]],"date-time":"2026-07-16T23:03:21Z","timestamp":1784243001630,"version":"3.55.0"},"publisher-location":"Cham","reference-count":24,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783032250315","type":"print"},{"value":"9783032250322","type":"electronic"}],"license":[{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2026]]},"DOI":"10.1007\/978-3-032-25032-2_1","type":"book-chapter","created":{"date-parts":[[2026,7,16]],"date-time":"2026-07-16T22:06:14Z","timestamp":1784239574000},"page":"3-20","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["On the\u00a0Selection of\u00a0Characteristic Objects in\u00a0ESP-COMET: A Novel Approach and\u00a0Assessment Framework"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-0834-2019","authenticated-orcid":false,"given":"Andrii","family":"Shekhovtsov","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5736-4014","authenticated-orcid":false,"given":"Bart\u0142omiej","family":"Kizielewicz","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7076-2519","authenticated-orcid":false,"given":"Wojciech","family":"Sa\u0142abun","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2026,6,1]]},"reference":[{"issue":"1\u20132","key":"1_CR1","doi-asserted-by":"publisher","first-page":"5","DOI":"10.1002\/mcda.1605","volume":"24","author":"R Allmendinger","year":"2017","unstructured":"Allmendinger, R., Emmerich, M.T., Hakanen, J., Jin, Y., Rigoni, E.: Surrogate-assisted multicriteria optimization: complexities, prospective solutions, and business case. J. Multi-Criteria Decis. Anal. 24(1\u20132), 5\u201324 (2017)","journal-title":"J. Multi-Criteria Decis. Anal."},{"issue":"6","key":"1_CR2","doi-asserted-by":"publisher","first-page":"1943","DOI":"10.3390\/jcm14061943","volume":"14","author":"GV B\u0103cescu Ene","year":"2025","unstructured":"B\u0103cescu Ene, G.V., Stoia, M.A., Cojocaru, C., Todea, D.A.: SMART multi-criteria decision analysis (MCDA)\u2014one of the keys to future pandemic strategies. J. Clin. Med. 14(6), 1943 (2025)","journal-title":"J. Clin. Med."},{"key":"1_CR3","doi-asserted-by":"crossref","unstructured":"Bagheri, M., Adam, R., Jaafar, M., Lonik, K.A.T., Talaat, W.I.A.B.W., Wolf, I.D.: Using a hybrid Delphi hierarchical process, the development of a holistic index to measure city competitiveness in Malaysia: a case study from Penang Island. Model. Earth Syst. Environ. 9(1), 693\u2013721 (2023)","DOI":"10.1007\/s40808-022-01509-0"},{"issue":"1","key":"1_CR4","doi-asserted-by":"publisher","first-page":"4","DOI":"10.1186\/s40854-023-00526-x","volume":"10","author":"M Bayda\u015f","year":"2024","unstructured":"Bayda\u015f, M., Elma, O.E., Stevi\u0107, \u017d: Proposal of an innovative MCDA evaluation methodology: knowledge discovery through rank reversal, standard deviation, and relationship with stock return. Financ. Innovation 10(1), 4 (2024)","journal-title":"Financ. Innovation"},{"issue":"2","key":"1_CR5","doi-asserted-by":"publisher","first-page":"633","DOI":"10.1016\/j.ejor.2022.01.011","volume":"302","author":"M Cinelli","year":"2022","unstructured":"Cinelli, M., Kadzi\u0144ski, M., Miebs, G., Gonzalez, M., S\u0142owi\u0144ski, R.: Recommending multiple criteria decision analysis methods with a new taxonomy-based decision support system. Eur. J. Oper. Res. 302(2), 633\u2013651 (2022)","journal-title":"Eur. J. Oper. Res."},{"key":"1_CR6","doi-asserted-by":"publisher","unstructured":"Dancelli, L., et\u00a0al.: On two classes of weighted rank correlation measures deriving from the spearman\u2019s $$\\rho $$. In: Stat. Models for Data Analysis, pp. 107\u2013114. Springer, Cham (2013). https:\/\/doi.org\/10.1007\/978-3-319-00032-9_13","DOI":"10.1007\/978-3-319-00032-9_13"},{"key":"1_CR7","doi-asserted-by":"crossref","unstructured":"Dezert, J., Tchamova, A., Han, D., Tacnet, J.M.: The SPOTIS rank reversal free method for multi-criteria decision-making support. In: 2020 IEEE 23rd International Conference on Information Fusion (FUSION), pp.\u00a01\u20138. IEEE (2020)","DOI":"10.23919\/FUSION45008.2020.9190347"},{"issue":"12","key":"1_CR8","doi-asserted-by":"publisher","first-page":"4481","DOI":"10.3390\/su10124481","volume":"10","author":"A Ijadi Maghsoodi","year":"2018","unstructured":"Ijadi Maghsoodi, A., Ijadi Maghsoodi, A., Mosavi, A., Rabczuk, T., Zavadskas, E.K.: Renewable energy technology selection problem using integrated h-swara-multimoora approach. Sustainability 10(12), 4481 (2018)","journal-title":"Sustainability"},{"issue":"7","key":"1_CR9","doi-asserted-by":"publisher","first-page":"3923","DOI":"10.3390\/app15073923","volume":"15","author":"M Khorasani Nejad","year":"2025","unstructured":"Khorasani Nejad, M., Rashidi, M., Mousavi, V.: Application of hybrid MCDA tools for constructability review in infrastructure projects: a bridge case study. Appl. Sci. 15(7), 3923 (2025)","journal-title":"Appl. Sci."},{"issue":"10","key":"1_CR10","doi-asserted-by":"publisher","first-page":"266","DOI":"10.1007\/s10462-024-10892-2","volume":"57","author":"B Kizielewicz","year":"2024","unstructured":"Kizielewicz, B., Shekhovtsov, A., Wi\u0229ckowski, J., Wtr\u00f3bski, J., Sa\u0142abun, W.: Intelligent characteristic objects method (INCOME): a data knowledge-based multi-criteria decision analysis. Artif. Intell. Rev. 57(10), 266 (2024)","journal-title":"Artif. Intell. Rev."},{"key":"1_CR11","doi-asserted-by":"publisher","DOI":"10.1016\/j.engappai.2024.109736","volume":"141","author":"B Kizielewicz","year":"2025","unstructured":"Kizielewicz, B., Wi\u0229ckowski, J., Sa\u0142abun, W.: Fuzzy normalization-based multi-attributive border approximation area comparison. Eng. Appl. Artif. Intell. 141, 109736 (2025)","journal-title":"Eng. Appl. Artif. Intell."},{"key":"1_CR12","volume":"31","author":"JA Manzolli","year":"2025","unstructured":"Manzolli, J.A., Yu, J., Miranda-Moreno, L.: Synthetic multi-criteria decision analysis (S-MCDA): a new framework for participatory transportation planning. Transp. Res. Interdisc. Perspect. 31, 101463 (2025)","journal-title":"Transp. Res. Interdisc. Perspect."},{"key":"1_CR13","doi-asserted-by":"crossref","unstructured":"Ozbey, S., Baskak, D., Saner, H.S., Yucesan, M., Erdogan, M., Gul, M.: A brief review of the applications of MCDA in disaster management. Multi-Criteria Decis. Anal. 1\u201315 (2022)","DOI":"10.1201\/9781003212904-1"},{"key":"1_CR14","volume":"31","author":"H Sadeghi","year":"2023","unstructured":"Sadeghi, H., Darzi, A.G., Voosoghi, B., Garakani, A.A., Ghorbani, Z., Mojtahedi, S.F.F.: Assessing the vulnerability of Iran to subsidence hazard using a hierarchical FUCOM-GIS framework. Remote Sens. Appl. Soc. Environ. 31, 100989 (2023)","journal-title":"Remote Sens. Appl. Soc. Environ."},{"issue":"1","key":"1_CR15","doi-asserted-by":"publisher","first-page":"25","DOI":"10.31181\/dma1120237","volume":"1","author":"SK Sahoo","year":"2023","unstructured":"Sahoo, S.K., Goswami, S.S.: A comprehensive review of multiple criteria decision-making (MCDM) methods: advancements, applications, and future directions. Decis. Making Adv. 1(1), 25\u201348 (2023)","journal-title":"Decis. Making Adv."},{"issue":"1\u20132","key":"1_CR16","doi-asserted-by":"publisher","first-page":"37","DOI":"10.1002\/mcda.1525","volume":"22","author":"W Sa\u0142abun","year":"2015","unstructured":"Sa\u0142abun, W.: The characteristic objects method: a new distance-based approach to multicriteria decision-making problems. J. Multi-Criteria Decis. Anal. 22(1\u20132), 37\u201350 (2015)","journal-title":"J. Multi-Criteria Decis. Anal."},{"key":"1_CR17","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"632","DOI":"10.1007\/978-3-030-50417-5_47","volume-title":"Computational Science \u2013 ICCS 2020","author":"W Sa\u0142abun","year":"2020","unstructured":"Sa\u0142abun, W., Urbaniak, K.: A new coefficient of rankings similarity in decision-making problems. In: Krzhizhanovskaya, V.V., Z\u00e1vodszky, G., Lees, M.H., Dongarra, J.J., Sloot, P.M.A., Brissos, S., Teixeira, J. (eds.) ICCS 2020. LNCS, vol. 12138, pp. 632\u2013645. Springer, Cham (2020). https:\/\/doi.org\/10.1007\/978-3-030-50417-5_47"},{"key":"1_CR18","doi-asserted-by":"publisher","first-page":"4785","DOI":"10.1016\/j.procs.2023.10.478","volume":"225","author":"A Shekhovtsov","year":"2023","unstructured":"Shekhovtsov, A.: Evaluating the performance of subjective weighting methods for multi-criteria decision-making using a novel weights similarity coefficient. Proc. Comp. Sci. 225, 4785\u20134794 (2023a)","journal-title":"Proc. Comp. Sci."},{"key":"1_CR19","doi-asserted-by":"publisher","unstructured":"Shekhovtsov, A., Kizielewicz, B., Sa\u0142abun, W.: Towards enhanced decision making: Integrating weighted expected solution points in multi-criteria analysis. In: Proceedings of the 17th International Conference on Agents and Artificial Intelligence - Volume 3: ICAART, pp. 272\u2013279. INSTICC, SciTePress (2025). https:\/\/doi.org\/10.5220\/0013120100003890","DOI":"10.5220\/0013120100003890"},{"key":"1_CR20","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2023.119456","volume":"647","author":"A Shekhovtsov","year":"2023","unstructured":"Shekhovtsov, A., et al.: Advancing individual decision-making: an extension of the characteristic objects method using expected solution point. Inf. Sci. 647, 119456 (2023b)","journal-title":"Inf. Sci."},{"issue":"2","key":"1_CR21","doi-asserted-by":"publisher","first-page":"879","DOI":"10.1007\/s10479-021-04432-2","volume":"326","author":"M Tavana","year":"2023","unstructured":"Tavana, M., Soltanifar, M., Santos-Arteaga, F.J.: Analytical hierarchy process: revolution and evolution. Ann. Oper. Res. 326(2), 879\u2013907 (2023)","journal-title":"Ann. Oper. Res."},{"key":"1_CR22","doi-asserted-by":"publisher","DOI":"10.1016\/j.apenergy.2022.119695","volume":"324","author":"J Wtr\u00f3bski","year":"2022","unstructured":"Wtr\u00f3bski, J., Bczkiewicz, A., Sa\u0142abun, W.: New multi-criteria method for evaluation of sustainable RES management. Appl. Energy 324, 119695 (2022)","journal-title":"Appl. Energy"},{"key":"1_CR23","doi-asserted-by":"publisher","DOI":"10.1016\/j.engappai.2023.106114","volume":"122","author":"J Wi\u0229ckowski","year":"2023","unstructured":"Wi\u0229ckowski, J., et al.: RANCOM: a novel approach to identifying criteria relevance based on inaccuracy expert judgments. Eng. Appl. Artif. Intell. 122, 106114 (2023)","journal-title":"Eng. Appl. Artif. Intell."},{"issue":"12","key":"1_CR24","doi-asserted-by":"publisher","first-page":"4022","DOI":"10.1080\/00207543.2021.2002458","volume":"61","author":"T Zhou","year":"2023","unstructured":"Zhou, T., Ming, X., Chen, Z., Miao, R.: Selecting industrial IoT Platform for digital servitisation: a framework integrating platform leverage practices and cloud HBWM-TOPSIS approach. Int. J. Prod. Res. 61(12), 4022\u20134044 (2023)","journal-title":"Int. J. Prod. Res."}],"container-title":["Lecture Notes in Computer Science","Agents and Artificial Intelligence"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-032-25032-2_1","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,7,16]],"date-time":"2026-07-16T22:06:15Z","timestamp":1784239575000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-032-25032-2_1"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"ISBN":["9783032250315","9783032250322"],"references-count":24,"URL":"https:\/\/doi.org\/10.1007\/978-3-032-25032-2_1","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026]]},"assertion":[{"value":"1 June 2026","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ICAART","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Agents and Artificial Intelligence","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Porto","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Portugal","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2025","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"23 February 2025","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"25 February 2025","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"17","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"icaart2025","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/icaart.scitevents.org\/?y=2025","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}