{"id":"https://openalex.org/W4388796257","doi":"https://doi.org/10.1007/s00500-023-09441-w","title":"Multi-criteria decision analysis: Hesitant fuzzy methodology towards expert systems for analyzing financial markets dynamics","display_name":"Multi-criteria decision analysis: Hesitant fuzzy methodology towards expert systems for analyzing financial markets dynamics","publication_year":2023,"publication_date":"2023-11-18","ids":{"openalex":"https://openalex.org/W4388796257","doi":"https://doi.org/10.1007/s00500-023-09441-w"},"language":"en","primary_location":{"id":"doi:10.1007/s00500-023-09441-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00500-023-09441-w","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00500-023-09441-w.pdf","source":{"id":"https://openalex.org/S65753830","display_name":"Soft Computing","issn_l":"1432-7643","issn":["1432-7643","1433-7479"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Soft Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s00500-023-09441-w.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5002127800","display_name":"\u041c\u0430\u0441\u0441\u0438\u043c\u0438\u043b\u0438\u0430\u043d\u043e \u0424\u0435\u0440\u0440\u0430\u0440\u0430","orcid":"https://orcid.org/0000-0002-3663-836X"},"institutions":[{"id":"https://openalex.org/I59725666","display_name":"University of Reggio Calabria","ror":"https://ror.org/041sz8d87","country_code":"IT","type":"education","lineage":["https://openalex.org/I59725666"]},{"id":"https://openalex.org/I71209653","display_name":"Bocconi University","ror":"https://ror.org/05crjpb27","country_code":"IT","type":"education","lineage":["https://openalex.org/I71209653"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Massimiliano Ferrara","raw_affiliation_strings":["Department of Law, Economics and Human Sciences, University Mediterranea of Reggio Calabria, Via dell\u2019Universit\u00e0, 89124, Reggio Calabria, Italy","ICRIOS, University Bocconi, Via R\u00f6ntgen no 1, 20136, Milan, Italy","Department of Law, Economics and Human Sciences, University Mediterranea of Reggio Calabria, Via dell'Universit\u00e0, 89124, Reggio Calabria, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Law, Economics and Human Sciences, University Mediterranea of Reggio Calabria, Via dell\u2019Universit\u00e0, 89124, Reggio Calabria, Italy","institution_ids":["https://openalex.org/I59725666"]},{"raw_affiliation_string":"ICRIOS, University Bocconi, Via R\u00f6ntgen no 1, 20136, Milan, Italy","institution_ids":["https://openalex.org/I71209653"]},{"raw_affiliation_string":"Department of Law, Economics and Human Sciences, University Mediterranea of Reggio Calabria, Via dell'Universit\u00e0, 89124, Reggio Calabria, Italy","institution_ids":["https://openalex.org/I59725666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065712039","display_name":"Tiziana Ciano","orcid":"https://orcid.org/0000-0002-9854-1862"},"institutions":[{"id":"https://openalex.org/I4210133595","display_name":"University of Aosta Valley","ror":"https://ror.org/03126ng80","country_code":"IT","type":"education","lineage":["https://openalex.org/I4210133595"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Tiziana Ciano","raw_affiliation_strings":["Department of Economics and Political Science, University of Aosta Valley, Localit\u00e0 Grand Chemin, Saint Christophe, 181, 11020, Aosta, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Economics and Political Science, University of Aosta Valley, Localit\u00e0 Grand Chemin, Saint Christophe, 181, 11020, Aosta, Italy","institution_ids":["https://openalex.org/I4210133595"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069202228","display_name":"Consuelo Rubina Nava","orcid":"https://orcid.org/0000-0002-8046-8185"},"institutions":[{"id":"https://openalex.org/I4210133595","display_name":"University of Aosta Valley","ror":"https://ror.org/03126ng80","country_code":"IT","type":"education","lineage":["https://openalex.org/I4210133595"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Consuelo Rubina Nava","raw_affiliation_strings":["Department of Economics and Political Science, University of Aosta Valley, Localit\u00e0 Grand Chemin, Saint Christophe, 181, 11020, Aosta, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Economics and Political Science, University of Aosta Valley, Localit\u00e0 Grand Chemin, Saint Christophe, 181, 11020, Aosta, Italy","institution_ids":["https://openalex.org/I4210133595"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076329972","display_name":"Lucianna Canan\u00e0","orcid":"https://orcid.org/0000-0001-8228-8498"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lucianna Canan\u00e0","raw_affiliation_strings":["Department Jonico in Juridical and Economic Systems of the Mediterranean: Society, Environment, Cultures, University of Aldo Moro of Bari, Via Ancona, 74121, Taranto, Italy"],"affiliations":[{"raw_affiliation_string":"Department Jonico in Juridical and Economic Systems of the Mediterranean: Society, Environment, Cultures, University of Aldo Moro of Bari, Via Ancona, 74121, Taranto, Italy","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5002127800"],"corresponding_institution_ids":["https://openalex.org/I59725666","https://openalex.org/I71209653"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":2.0444,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.87783962,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"30","issue":"3","first_page":"1813","last_page":"1828"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11326","display_name":"Stock Market Forecasting Methods","score":0.9957000017166138,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11326","display_name":"Stock Market Forecasting Methods","score":0.9957000017166138,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11918","display_name":"Forecasting Techniques and Applications","score":0.9927999973297119,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12135","display_name":"Fuzzy Systems and Optimization","score":0.9847999811172485,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/pairwise-comparison","display_name":"Pairwise comparison","score":0.6995128393173218},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6934167742729187},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5635611414909363},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5539165139198303},{"id":"https://openalex.org/keywords/hierarchy","display_name":"Hierarchy","score":0.5447186231613159},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.5092254877090454},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.48385488986968994},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.4495863914489746},{"id":"https://openalex.org/keywords/decision-support-system","display_name":"Decision support system","score":0.4301791489124298},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.4109012484550476},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.38793259859085083},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.32791668176651},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1502508819103241},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.08191084861755371}],"concepts":[{"id":"https://openalex.org/C184898388","wikidata":"https://www.wikidata.org/wiki/Q1435712","display_name":"Pairwise comparison","level":2,"score":0.6995128393173218},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6934167742729187},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5635611414909363},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5539165139198303},{"id":"https://openalex.org/C31170391","wikidata":"https://www.wikidata.org/wiki/Q188619","display_name":"Hierarchy","level":2,"score":0.5447186231613159},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.5092254877090454},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.48385488986968994},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.4495863914489746},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.4301791489124298},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.4109012484550476},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.38793259859085083},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.32791668176651},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1502508819103241},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.08191084861755371},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C34447519","wikidata":"https://www.wikidata.org/wiki/Q179522","display_name":"Market economy","level":1,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s00500-023-09441-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00500-023-09441-w","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00500-023-09441-w.pdf","source":{"id":"https://openalex.org/S65753830","display_name":"Soft Computing","issn_l":"1432-7643","issn":["1432-7643","1433-7479"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Soft Computing","raw_type":"journal-article"},{"id":"pmh:oai:ricerca.uniba.it:11586/472959","is_oa":true,"landing_page_url":"https://hdl.handle.net/11586/472959","pdf_url":"https://ricerca.uniba.it/bitstream/11586/472959/1/s00500-023-09441-w.pdf","source":{"id":"https://openalex.org/S4377196296","display_name":"CINECA IRIS Institutional Research Information System (University of Bari Aldo Moro)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I5561750","host_organization_name":"University of Bari Aldo Moro","host_organization_lineage":["https://openalex.org/I5561750"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1007/s00500-023-09441-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00500-023-09441-w","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00500-023-09441-w.pdf","source":{"id":"https://openalex.org/S65753830","display_name":"Soft Computing","issn_l":"1432-7643","issn":["1432-7643","1433-7479"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Soft Computing","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.6700000166893005}],"awards":[],"funders":[{"id":"https://openalex.org/F4320316351","display_name":"Universit\u00e0 degli Studi Mediterranea di Reggio Calabria","ror":"https://ror.org/041sz8d87"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4388796257.pdf"},"referenced_works_count":105,"referenced_works":["https://openalex.org/W618449658","https://openalex.org/W1535753778","https://openalex.org/W1775384778","https://openalex.org/W1967114819","https://openalex.org/W1967350113","https://openalex.org/W1975140694","https://openalex.org/W1978062397","https://openalex.org/W1978665925","https://openalex.org/W1990019146","https://openalex.org/W2000207828","https://openalex.org/W2002837921","https://openalex.org/W2003385729","https://openalex.org/W2003552981","https://openalex.org/W2004996513","https://openalex.org/W2008037386","https://openalex.org/W2013822762","https://openalex.org/W2015174807","https://openalex.org/W2020407132","https://openalex.org/W2025932902","https://openalex.org/W2027219317","https://openalex.org/W2032170121","https://openalex.org/W2036701015","https://openalex.org/W2041826373","https://openalex.org/W2046078150","https://openalex.org/W2049967755","https://openalex.org/W2064455475","https://openalex.org/W2068756725","https://openalex.org/W2068843436","https://openalex.org/W2074825442","https://openalex.org/W2074826689","https://openalex.org/W2078198101","https://openalex.org/W2087347434","https://openalex.org/W2089437152","https://openalex.org/W2090486511","https://openalex.org/W2091287769","https://openalex.org/W2102507414","https://openalex.org/W2116365436","https://openalex.org/W2119464724","https://openalex.org/W2125736403","https://openalex.org/W2131715540","https://openalex.org/W2133938594","https://openalex.org/W2137344397","https://openalex.org/W2139487545","https://openalex.org/W2140494000","https://openalex.org/W2148696696","https://openalex.org/W2151237529","https://openalex.org/W2158711966","https://openalex.org/W2167257481","https://openalex.org/W2280093035","https://openalex.org/W2314251571","https://openalex.org/W2316206413","https://openalex.org/W2319411929","https://openalex.org/W2346990399","https://openalex.org/W2417056346","https://openalex.org/W2467814573","https://openalex.org/W2487082390","https://openalex.org/W2493303767","https://openalex.org/W2510046892","https://openalex.org/W2554238227","https://openalex.org/W2616100520","https://openalex.org/W2623568883","https://openalex.org/W2662517020","https://openalex.org/W2762466482","https://openalex.org/W2762661697","https://openalex.org/W2766931335","https://openalex.org/W2768149277","https://openalex.org/W2794481475","https://openalex.org/W2801348231","https://openalex.org/W2902393196","https://openalex.org/W2916349291","https://openalex.org/W2920005441","https://openalex.org/W2944557404","https://openalex.org/W2975962467","https://openalex.org/W2982465332","https://openalex.org/W2984432074","https://openalex.org/W3013586388","https://openalex.org/W3020361001","https://openalex.org/W3028594070","https://openalex.org/W3034721641","https://openalex.org/W3041103914","https://openalex.org/W3111011810","https://openalex.org/W3122059187","https://openalex.org/W3125941754","https://openalex.org/W3153384062","https://openalex.org/W3167169082","https://openalex.org/W3171092475","https://openalex.org/W3204961801","https://openalex.org/W3212584128","https://openalex.org/W4200410702","https://openalex.org/W4205775286","https://openalex.org/W4210284068","https://openalex.org/W4211007335","https://openalex.org/W4213129301","https://openalex.org/W4213244726","https://openalex.org/W4213259235","https://openalex.org/W4224285280","https://openalex.org/W4230846333","https://openalex.org/W4231777370","https://openalex.org/W4232676207","https://openalex.org/W4234314512","https://openalex.org/W4239510810","https://openalex.org/W4250216568","https://openalex.org/W4292901645","https://openalex.org/W4296041415","https://openalex.org/W4361282549"],"related_works":["https://openalex.org/W2487162673","https://openalex.org/W2793211469","https://openalex.org/W2949152769","https://openalex.org/W4372354731","https://openalex.org/W2942366970","https://openalex.org/W2807634898","https://openalex.org/W1692008701","https://openalex.org/W2597588799","https://openalex.org/W4360593462","https://openalex.org/W2562400057"],"abstract_inverted_index":{"Abstract":[0],"Decision":[1],"support":[2,32,85],"systems":[3],"are":[4,82],"a":[5],"mixture":[6],"of":[7,55,73,104,107,121],"different":[8],"methods":[9],"and":[10,31,35,43,67,77,111],"tools":[11,81],"combined":[12],"by":[13,65],"machine":[14,23],"learning":[15,24],"approach.":[16],"This":[17],"study":[18,48,57],"uses":[19],"the":[20,36,56,61,71,94,102,105,108,119,122],"most":[21],"important":[22],"techniques":[25],"(logistic":[26],"regression,":[27],"artificial":[28],"neural":[29],"networks,":[30],"vector":[33],"machines)":[34],"expert-based":[37],"method":[38],"(fuzzy":[39],"analytic":[40],"hierarchy":[41],"process":[42],"hesitant":[44,112],"fuzzy":[45,113],"numbers)":[46],"to":[47,59,84,92,98,116],"some":[49],"financial":[50],"markets":[51],"dynamics.":[52],"The":[53],"objective":[54],"is":[58],"examine":[60],"main":[62],"approaches":[63],"developed":[64],"theory":[66],"operational":[68],"practice":[69],"for":[70],"purposes":[72],"conceptual":[74],"representation,":[75],"management":[76],"quality":[78],"assessment.":[79],"Different":[80],"applied":[83],"decisions":[86,123],"makers,":[87],"such":[88],"as":[89],"AHPSort":[90],"II":[91],"model":[93],"hierarchical":[95],"structure,":[96],"FAHP":[97],"determine":[99],"weights":[100],"in":[101],"construction":[103],"matrix":[106],"pairwise":[109],"comparison":[110],"sets":[114],"(HFS)":[115],"better":[117],"represent":[118],"preferences":[120],"makers.":[124]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":3}],"updated_date":"2026-03-18T14:38:29.013473","created_date":"2025-10-10T00:00:00"}
