{"id":"https://openalex.org/W4391338837","doi":"https://doi.org/10.1007/s10288-023-00560-6","title":"Preference learning and multiple criteria decision aiding: differences, commonalities, and synergies\u2013part I","display_name":"Preference learning and multiple criteria decision aiding: differences, commonalities, and synergies\u2013part I","publication_year":2024,"publication_date":"2024-01-30","ids":{"openalex":"https://openalex.org/W4391338837","doi":"https://doi.org/10.1007/s10288-023-00560-6"},"language":"en","primary_location":{"id":"doi:10.1007/s10288-023-00560-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10288-023-00560-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10288-023-00560-6.pdf","source":{"id":"https://openalex.org/S4210191715","display_name":"4OR","issn_l":"1614-2411","issn":["1614-2411","1619-4500"],"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":"4OR","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/s10288-023-00560-6.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5059439673","display_name":"Eyke H\u00fcllermeier","orcid":"https://orcid.org/0000-0002-9944-4108"},"institutions":[{"id":"https://openalex.org/I3018771216","display_name":"LMU Klinikum","ror":"https://ror.org/02jet3w32","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I3018771216","https://openalex.org/I8204097"]},{"id":"https://openalex.org/I4403386549","display_name":"Munich Center for Machine Learning","ror":"https://ror.org/02nfy3535","country_code":null,"type":"education","lineage":["https://openalex.org/I4403386549","https://openalex.org/I62916508","https://openalex.org/I8204097"]},{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Eyke H\u00fcllermeier","raw_affiliation_strings":["Institute of Informatics, LMU Munich, Munich, Germany","Munich Center for Machine Learning, Munich, Germany"],"raw_orcid":"https://orcid.org/0000-0002-9944-4108","affiliations":[{"raw_affiliation_string":"Institute of Informatics, LMU Munich, Munich, Germany","institution_ids":["https://openalex.org/I3018771216","https://openalex.org/I8204097"]},{"raw_affiliation_string":"Munich Center for Machine Learning, Munich, Germany","institution_ids":["https://openalex.org/I4403386549"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5070170207","display_name":"Roman S\u0142owi\u0144ski","orcid":"https://orcid.org/0000-0002-5200-7795"},"institutions":[{"id":"https://openalex.org/I46597724","display_name":"Pozna\u0144 University of Technology","ror":"https://ror.org/00p7p3302","country_code":"PL","type":"education","lineage":["https://openalex.org/I46597724"]},{"id":"https://openalex.org/I66083562","display_name":"Systems Research Institute","ror":"https://ror.org/0111cp837","country_code":"PL","type":"facility","lineage":["https://openalex.org/I66083562","https://openalex.org/I99542240"]},{"id":"https://openalex.org/I99542240","display_name":"Polish Academy of Sciences","ror":"https://ror.org/01dr6c206","country_code":"PL","type":"government","lineage":["https://openalex.org/I99542240"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Roman S\u0142owi\u0144ski","raw_affiliation_strings":["Institute of Computing Science, Pozna\u0144 University of Technology, Pozna\u0144, Poland","Systems Research Institute, Polish Academy of Sciences, Warsaw, Poland"],"raw_orcid":"https://orcid.org/0000-0002-5200-7795","affiliations":[{"raw_affiliation_string":"Institute of Computing Science, Pozna\u0144 University of Technology, Pozna\u0144, Poland","institution_ids":["https://openalex.org/I46597724"]},{"raw_affiliation_string":"Systems Research Institute, Polish Academy of Sciences, Warsaw, Poland","institution_ids":["https://openalex.org/I66083562","https://openalex.org/I99542240"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5059439673"],"corresponding_institution_ids":["https://openalex.org/I3018771216","https://openalex.org/I4403386549","https://openalex.org/I8204097"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":5.1622,"has_fulltext":true,"cited_by_count":11,"citation_normalized_percentile":{"value":0.95286269,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"22","issue":"2","first_page":"179","last_page":"209"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10050","display_name":"Multi-Criteria Decision Making","score":0.9987000226974487,"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/T10050","display_name":"Multi-Criteria Decision Making","score":0.9987000226974487,"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/T11063","display_name":"Rough Sets and Fuzzy Logic","score":0.9908999800682068,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11303","display_name":"Bayesian Modeling and Causal Inference","score":0.9650999903678894,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/multiple-criteria-decision-analysis","display_name":"Multiple-criteria decision analysis","score":0.895085334777832},{"id":"https://openalex.org/keywords/ranking","display_name":"Ranking (information retrieval)","score":0.7390130162239075},{"id":"https://openalex.org/keywords/complement","display_name":"Complement (music)","score":0.7004527449607849},{"id":"https://openalex.org/keywords/preference","display_name":"Preference","score":0.6211152672767639},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5730419754981995},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5655307173728943},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5301510095596313},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.5090412497520447},{"id":"https://openalex.org/keywords/decision-analysis","display_name":"Decision analysis","score":0.5030459761619568},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4442645311355591},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.3963939845561981},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.35952818393707275},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.3217152953147888},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.19577345252037048},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.17973193526268005},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.08174324035644531}],"concepts":[{"id":"https://openalex.org/C11105738","wikidata":"https://www.wikidata.org/wiki/Q1895805","display_name":"Multiple-criteria decision analysis","level":2,"score":0.895085334777832},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.7390130162239075},{"id":"https://openalex.org/C112313634","wikidata":"https://www.wikidata.org/wiki/Q7886648","display_name":"Complement (music)","level":5,"score":0.7004527449607849},{"id":"https://openalex.org/C2781249084","wikidata":"https://www.wikidata.org/wiki/Q908656","display_name":"Preference","level":2,"score":0.6211152672767639},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5730419754981995},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5655307173728943},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5301510095596313},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.5090412497520447},{"id":"https://openalex.org/C186116695","wikidata":"https://www.wikidata.org/wiki/Q5249226","display_name":"Decision analysis","level":2,"score":0.5030459761619568},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4442645311355591},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.3963939845561981},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35952818393707275},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3217152953147888},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.19577345252037048},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.17973193526268005},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.08174324035644531},{"id":"https://openalex.org/C127716648","wikidata":"https://www.wikidata.org/wiki/Q104053","display_name":"Phenotype","level":3,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C188082640","wikidata":"https://www.wikidata.org/wiki/Q1780899","display_name":"Complementation","level":4,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1007/s10288-023-00560-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10288-023-00560-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10288-023-00560-6.pdf","source":{"id":"https://openalex.org/S4210191715","display_name":"4OR","issn_l":"1614-2411","issn":["1614-2411","1619-4500"],"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":"4OR","raw_type":"journal-article"},{"id":"pmh:oai:econstor.eu:10419/315083","is_oa":true,"landing_page_url":"https://hdl.handle.net/10419/315083","pdf_url":"https://www.econstor.eu/bitstream/10419/315083/1/10288_2024_Article_560.pdf","source":{"id":"https://openalex.org/S4306401696","display_name":"Econstor (Econstor)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"doc-type:article"},{"id":"pmh:oai:epub.ub.uni-muenchen.de:118344","is_oa":true,"landing_page_url":"http://nbn-resolving.de/urn:nbn:de:bvb:19-epub-118344-0","pdf_url":"https://epub.ub.uni-muenchen.de/118344/1/s10288-023-00560-6.pdf","source":{"id":"https://openalex.org/S4306401845","display_name":"Open access LMU (Ludwid Maxmilian's Universitat Munchen)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I8204097","host_organization_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","host_organization_lineage":["https://openalex.org/I8204097"],"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":"4OR","raw_type":"PeerReviewed"},{"id":"pmh:oai:RePEc:spr:aqjoor:v:22:y:2024:i:2:d:10.1007_s10288-023-00560-6","is_oa":false,"landing_page_url":"http://link.springer.com/10.1007/s10288-023-00560-6","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s10288-023-00560-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10288-023-00560-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10288-023-00560-6.pdf","source":{"id":"https://openalex.org/S4210191715","display_name":"4OR","issn_l":"1614-2411","issn":["1614-2411","1619-4500"],"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":"4OR","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.7300000190734863,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[{"id":"https://openalex.org/G1622223166","display_name":null,"funder_award_id":"438445824","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"}],"funders":[{"id":"https://openalex.org/F4320315885","display_name":"Australian Government","ror":"https://ror.org/0314h5y94"},{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"},{"id":"https://openalex.org/F4320321114","display_name":"Bundesministerium f\u00fcr Bildung und Forschung","ror":"https://ror.org/04pz7b180"},{"id":"https://openalex.org/F4320323390","display_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/05591te55"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4391338837.pdf"},"referenced_works_count":65,"referenced_works":["https://openalex.org/W59413458","https://openalex.org/W371720151","https://openalex.org/W1237536052","https://openalex.org/W1521613141","https://openalex.org/W1571920354","https://openalex.org/W1591662460","https://openalex.org/W1659906433","https://openalex.org/W1829008507","https://openalex.org/W1970284338","https://openalex.org/W1983872055","https://openalex.org/W1984210936","https://openalex.org/W1985650891","https://openalex.org/W1991323510","https://openalex.org/W1994512562","https://openalex.org/W2001543889","https://openalex.org/W2002250581","https://openalex.org/W2002258118","https://openalex.org/W2018710238","https://openalex.org/W2020999719","https://openalex.org/W2029443904","https://openalex.org/W2031925165","https://openalex.org/W2036234778","https://openalex.org/W2040989072","https://openalex.org/W2044876976","https://openalex.org/W2050937487","https://openalex.org/W2052719321","https://openalex.org/W2054309648","https://openalex.org/W2071848685","https://openalex.org/W2072890208","https://openalex.org/W2084160675","https://openalex.org/W2085345840","https://openalex.org/W2086046934","https://openalex.org/W2088314982","https://openalex.org/W2101285186","https://openalex.org/W2103379473","https://openalex.org/W2130521634","https://openalex.org/W2133556449","https://openalex.org/W2138907258","https://openalex.org/W2149159687","https://openalex.org/W2156989932","https://openalex.org/W2158598447","https://openalex.org/W2232888710","https://openalex.org/W2290893725","https://openalex.org/W2300145792","https://openalex.org/W2480545803","https://openalex.org/W2499828064","https://openalex.org/W2517834580","https://openalex.org/W2566097348","https://openalex.org/W2716575950","https://openalex.org/W2799700442","https://openalex.org/W2970122628","https://openalex.org/W2979925379","https://openalex.org/W3123056373","https://openalex.org/W3135039127","https://openalex.org/W4210995597","https://openalex.org/W4211067740","https://openalex.org/W4211238074","https://openalex.org/W4242012000","https://openalex.org/W4246352385","https://openalex.org/W4247253011","https://openalex.org/W4247863136","https://openalex.org/W4255833381","https://openalex.org/W4298871328","https://openalex.org/W4298874086","https://openalex.org/W4384008755"],"related_works":["https://openalex.org/W2931602588","https://openalex.org/W3038608274","https://openalex.org/W1990851617","https://openalex.org/W3013738389","https://openalex.org/W4226437591","https://openalex.org/W4295354540","https://openalex.org/W2505286072","https://openalex.org/W3166166597","https://openalex.org/W4293615984","https://openalex.org/W4383900921"],"abstract_inverted_index":{"Abstract":[0],"Multiple":[1],"criteria":[2,52],"decision":[3,27,68],"aiding":[4],"(MCDA)":[5],"and":[6,29,36,40,51,103,107,132,166,194,204],"preference":[7],"learning":[8,38],"(PL)":[9],"are":[10],"established":[11],"research":[12,143],"fields,":[13],"which":[14],"have":[15,41],"different":[16,20],"roots,":[17],"developed":[18],"in":[19,25,34,45,74,134,160,168,190],"communities":[21],"\u2013":[22,39],"the":[23,26,32,61,75,79,99,128,145,164,169,173,182],"former":[24],"sciences":[28],"operations":[30],"research,":[31],"latter":[33],"AI":[35],"machine":[37],"their":[42,177],"own":[43],"agendas":[44],"terms":[46],"of":[47,53,57,64,77,98,147,163,175,198],"problem":[48],"setting,":[49],"assumptions,":[50],"success.":[54],"In":[55,181],"spite":[56],"this,":[58],"they":[59],"share":[60],"major":[62],"goal":[63,138],"constructing":[65],"practically":[66],"useful":[67],"models":[69],"that":[70,115],"either":[71],"support":[72],"humans":[73],"task":[76],"choosing":[78],"best,":[80],"classifying,":[81],"or":[82,89],"ranking":[83],"alternatives":[84],"from":[85,110],"a":[86,113,191],"given":[87],"set,":[88],"even":[90],"automate":[91],"decision-making":[92],"by":[93],"acting":[94],"autonomously":[95],"on":[96,127,201],"behalf":[97],"human.":[100],"Therefore,":[101],"MCDA":[102,131,159],"PL":[104,133,167,203],"can":[105],"complement":[106],"mutually":[108],"benefit":[109],"each":[111],"other,":[112],"potential":[114],"has":[116],"been":[117],"exhausted":[118],"only":[119],"to":[120,140],"some":[121],"extent":[122],"so":[123],"far.":[124],"By":[125],"elaborating":[126],"connection":[129],"between":[130],"more":[135],"depth,":[136],"our":[137],"is":[139],"stimulate":[141],"further":[142],"at":[144],"junction":[146],"these":[148],"two":[149],"fields.":[150],"To":[151],"this":[152,161],"end,":[153],"we":[154,185],"first":[155],"review":[156],"both":[157,188],"methodologies,":[158],"part":[162],"paper":[165],"second":[170,183],"part,":[171,184],"with":[172],"intention":[174],"highlighting":[176],"most":[178],"common":[179],"elements.":[180],"then":[186],"compare":[187],"methodologies":[189],"systematic":[192],"way":[193],"give":[195],"an":[196],"overview":[197],"existing":[199],"work":[200],"combining":[202],"MCDA.":[205]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2024,"cited_by_count":9}],"updated_date":"2026-02-03T23:48:18.283914","created_date":"2025-10-10T00:00:00"}