{"id":"https://openalex.org/W4412154709","doi":"https://doi.org/10.3390/computers14070271","title":"A Decision Support System for Classifying Suppliers Based on Machine Learning Techniques: A Case Study in the Aeronautics Industry","display_name":"A Decision Support System for Classifying Suppliers Based on Machine Learning Techniques: A Case Study in the Aeronautics Industry","publication_year":2025,"publication_date":"2025-07-10","ids":{"openalex":"https://openalex.org/W4412154709","doi":"https://doi.org/10.3390/computers14070271"},"language":"en","primary_location":{"id":"doi:10.3390/computers14070271","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computers14070271","pdf_url":"https://www.mdpi.com/2073-431X/14/7/271/pdf?version=1752115473","source":{"id":"https://openalex.org/S4210228075","display_name":"Computers","issn_l":"2073-431X","issn":["2073-431X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2073-431X/14/7/271/pdf?version=1752115473","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5053240927","display_name":"Ana Cl\u00e1udia Andrade Ferreira","orcid":null},"institutions":[{"id":"https://openalex.org/I8165072","display_name":"Universidade Federal de Itajub\u00e1","ror":"https://ror.org/00235nr42","country_code":"BR","type":"education","lineage":["https://openalex.org/I8165072"]}],"countries":["BR"],"is_corresponding":true,"raw_author_name":"Ana Claudia Andrade Ferreira","raw_affiliation_strings":["Production and Management Engineering Institute, Federal University of Itajub\u00e1\u2014UNIFEI, Itajub\u00e1 37500-903, Brazil"],"affiliations":[{"raw_affiliation_string":"Production and Management Engineering Institute, Federal University of Itajub\u00e1\u2014UNIFEI, Itajub\u00e1 37500-903, Brazil","institution_ids":["https://openalex.org/I8165072"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021939980","display_name":"Alexandre Ferreira de Pinho","orcid":"https://orcid.org/0000-0003-1731-5327"},"institutions":[{"id":"https://openalex.org/I8165072","display_name":"Universidade Federal de Itajub\u00e1","ror":"https://ror.org/00235nr42","country_code":"BR","type":"education","lineage":["https://openalex.org/I8165072"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Alexandre Ferreira de Pinho","raw_affiliation_strings":["Production and Management Engineering Institute, Federal University of Itajub\u00e1\u2014UNIFEI, Itajub\u00e1 37500-903, Brazil"],"affiliations":[{"raw_affiliation_string":"Production and Management Engineering Institute, Federal University of Itajub\u00e1\u2014UNIFEI, Itajub\u00e1 37500-903, Brazil","institution_ids":["https://openalex.org/I8165072"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073459961","display_name":"Matheus Brendon Francisco","orcid":"https://orcid.org/0000-0001-6300-3717"},"institutions":[{"id":"https://openalex.org/I8165072","display_name":"Universidade Federal de Itajub\u00e1","ror":"https://ror.org/00235nr42","country_code":"BR","type":"education","lineage":["https://openalex.org/I8165072"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Matheus Brendon Francisco","raw_affiliation_strings":["Production and Management Engineering Institute, Federal University of Itajub\u00e1\u2014UNIFEI, Itajub\u00e1 37500-903, Brazil"],"affiliations":[{"raw_affiliation_string":"Production and Management Engineering Institute, Federal University of Itajub\u00e1\u2014UNIFEI, Itajub\u00e1 37500-903, Brazil","institution_ids":["https://openalex.org/I8165072"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088397405","display_name":"Laercio Almeida de Siqueira","orcid":null},"institutions":[{"id":"https://openalex.org/I8165072","display_name":"Universidade Federal de Itajub\u00e1","ror":"https://ror.org/00235nr42","country_code":"BR","type":"education","lineage":["https://openalex.org/I8165072"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Laercio Almeida de Siqueira","raw_affiliation_strings":["Production and Management Engineering Institute, Federal University of Itajub\u00e1\u2014UNIFEI, Itajub\u00e1 37500-903, Brazil"],"affiliations":[{"raw_affiliation_string":"Production and Management Engineering Institute, Federal University of Itajub\u00e1\u2014UNIFEI, Itajub\u00e1 37500-903, Brazil","institution_ids":["https://openalex.org/I8165072"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5002793178","display_name":"Guilherme Augusto Vilas Boas Vasconcelos","orcid":null},"institutions":[{"id":"https://openalex.org/I8165072","display_name":"Universidade Federal de Itajub\u00e1","ror":"https://ror.org/00235nr42","country_code":"BR","type":"education","lineage":["https://openalex.org/I8165072"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Guilherme Augusto Vilas Boas Vasconcelos","raw_affiliation_strings":["Mechanical Engineering Institute, Federal University of Itajub\u00e1\u2014UNIFEI, Itajub\u00e1 37500-903, Brazil"],"affiliations":[{"raw_affiliation_string":"Mechanical Engineering Institute, Federal University of Itajub\u00e1\u2014UNIFEI, Itajub\u00e1 37500-903, Brazil","institution_ids":["https://openalex.org/I8165072"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5053240927"],"corresponding_institution_ids":["https://openalex.org/I8165072"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1732},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1732},"fwci":2.7855,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.91302713,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"14","issue":"7","first_page":"271","last_page":"271"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14064","display_name":"Organizational and Employee Performance","score":0.9940000176429749,"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"}},"topics":[{"id":"https://openalex.org/T14064","display_name":"Organizational and Employee Performance","score":0.9940000176429749,"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"}},{"id":"https://openalex.org/T12676","display_name":"Machine Learning and ELM","score":0.9595999717712402,"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"}},{"id":"https://openalex.org/T10050","display_name":"Multi-Criteria Decision Making","score":0.949999988079071,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/aeronautics","display_name":"Aeronautics","score":0.582918643951416},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.5250953435897827},{"id":"https://openalex.org/keywords/decision-support-system","display_name":"Decision support system","score":0.4433262348175049},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3884236514568329},{"id":"https://openalex.org/keywords/manufacturing-engineering","display_name":"Manufacturing engineering","score":0.37837138772010803},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3508947491645813},{"id":"https://openalex.org/keywords/engineering-management","display_name":"Engineering management","score":0.3308919072151184},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.3290219306945801}],"concepts":[{"id":"https://openalex.org/C178802073","wikidata":"https://www.wikidata.org/wiki/Q8421","display_name":"Aeronautics","level":1,"score":0.582918643951416},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.5250953435897827},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.4433262348175049},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3884236514568329},{"id":"https://openalex.org/C117671659","wikidata":"https://www.wikidata.org/wiki/Q11049265","display_name":"Manufacturing engineering","level":1,"score":0.37837138772010803},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3508947491645813},{"id":"https://openalex.org/C110354214","wikidata":"https://www.wikidata.org/wiki/Q6314146","display_name":"Engineering management","level":1,"score":0.3308919072151184},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.3290219306945801}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/computers14070271","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computers14070271","pdf_url":"https://www.mdpi.com/2073-431X/14/7/271/pdf?version=1752115473","source":{"id":"https://openalex.org/S4210228075","display_name":"Computers","issn_l":"2073-431X","issn":["2073-431X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:074621e362384059a4e53fa5177f01c5","is_oa":true,"landing_page_url":"https://doaj.org/article/074621e362384059a4e53fa5177f01c5","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Computers, Vol 14, Iss 7, p 271 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/computers14070271","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computers14070271","pdf_url":"https://www.mdpi.com/2073-431X/14/7/271/pdf?version=1752115473","source":{"id":"https://openalex.org/S4210228075","display_name":"Computers","issn_l":"2073-431X","issn":["2073-431X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4412154709.pdf","grobid_xml":"https://content.openalex.org/works/W4412154709.grobid-xml"},"referenced_works_count":68,"referenced_works":["https://openalex.org/W1139905439","https://openalex.org/W1493454437","https://openalex.org/W2071949631","https://openalex.org/W2135945534","https://openalex.org/W2187552894","https://openalex.org/W2234053767","https://openalex.org/W2322990480","https://openalex.org/W2469607378","https://openalex.org/W2606069353","https://openalex.org/W2770288597","https://openalex.org/W2808866956","https://openalex.org/W2884916946","https://openalex.org/W2891906936","https://openalex.org/W2901060518","https://openalex.org/W2913579144","https://openalex.org/W2947788863","https://openalex.org/W2949488362","https://openalex.org/W2996282044","https://openalex.org/W3017034177","https://openalex.org/W3042849404","https://openalex.org/W3045457574","https://openalex.org/W3048705786","https://openalex.org/W3089252064","https://openalex.org/W3111251285","https://openalex.org/W3129523205","https://openalex.org/W3130255873","https://openalex.org/W3142712062","https://openalex.org/W3161348725","https://openalex.org/W3161507886","https://openalex.org/W3183763998","https://openalex.org/W3186831322","https://openalex.org/W3202947993","https://openalex.org/W3207872601","https://openalex.org/W3209523492","https://openalex.org/W4283703649","https://openalex.org/W4283774121","https://openalex.org/W4285287814","https://openalex.org/W4285410992","https://openalex.org/W4293421861","https://openalex.org/W4294097602","https://openalex.org/W4303986301","https://openalex.org/W4308649641","https://openalex.org/W4320180452","https://openalex.org/W4360938708","https://openalex.org/W4382991882","https://openalex.org/W4387163553","https://openalex.org/W4387266791","https://openalex.org/W4387701499","https://openalex.org/W4391021210","https://openalex.org/W4393346169","https://openalex.org/W4394937816","https://openalex.org/W4398178464","https://openalex.org/W4399355301","https://openalex.org/W4400404801","https://openalex.org/W4400688268","https://openalex.org/W4401910876","https://openalex.org/W4402636816","https://openalex.org/W4402750698","https://openalex.org/W4407556013","https://openalex.org/W6746362305","https://openalex.org/W6763349490","https://openalex.org/W6764304055","https://openalex.org/W6799244328","https://openalex.org/W6838989012","https://openalex.org/W6842764025","https://openalex.org/W6851160809","https://openalex.org/W6870604538","https://openalex.org/W6877300808"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2152805146","https://openalex.org/W2077812314","https://openalex.org/W3081190093","https://openalex.org/W2326483923","https://openalex.org/W593591422","https://openalex.org/W1985678447","https://openalex.org/W1568411643","https://openalex.org/W3034012767","https://openalex.org/W2950750861"],"abstract_inverted_index":{"This":[0],"paper":[1],"presents":[2],"the":[3,43,59,79,86,107,112,116,134],"application":[4],"of":[5,45,81,88,118,152],"four":[6,89,135],"machine":[7],"learning":[8],"algorithms":[9,18,91,136],"to":[10,123,128,166,170,173],"segment":[11],"suppliers":[12,34,83],"in":[13,140,155,159],"a":[14],"real":[15],"case.":[16],"The":[17,30,53,62,103,150],"used":[19,57],"were":[20],"K-Means,":[21,23],"Hierarchical":[22],"Agglomerative":[24],"Nesting":[25],"(AGNES),":[26],"and":[27,48,70,84,115,144],"Fuzzy":[28],"Clustering.":[29],"analyzed":[31],"company":[32],"has":[33],"that":[35,125],"have":[36,130,171],"been":[37,131],"clustered":[38],"using":[39,133,177],"responses":[40],"such":[41],"as":[42,72],"number":[44],"non-conformities,":[46],"location,":[47],"quantity":[49],"supplied,":[50],"among":[51],"others.":[52],"CRISP-DM":[54],"methodology":[55,64],"was":[56],"for":[58,67,92,100,111,164],"work":[60,146],"development.":[61],"proposed":[63,137],"is":[65,96,121,157],"important":[66,98,122],"both":[68,110],"industry":[69,156],"academia,":[71],"it":[73],"helps":[74],"managers":[75],"make":[76,167,174],"decisions":[77,176],"about":[78],"quality":[80],"their":[82],"compares":[85],"use":[87,151],"different":[90],"this":[93,145,148,160],"purpose,":[94],"which":[95],"an":[97,141],"insight":[99],"new":[101],"studies.":[102],"K-Means":[104],"algorithm":[105],"obtained":[106,114],"best":[108],"performance":[109],"metrics":[113],"simplicity":[117],"use.":[119],"It":[120],"highlight":[124],"no":[126],"studies":[127],"date":[129],"conducted":[132],"here":[138],"applied":[139],"industrial":[142],"case,":[143],"shows":[147],"application.":[149],"artificial":[153],"intelligence":[154],"essential":[158],"Industry":[161],"4.0":[162],"era":[163],"companies":[165],"decisions,":[168],"i.e.,":[169],"ways":[172],"better":[175],"data-driven":[178],"concepts.":[179]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-03-10T16:38:18.471706","created_date":"2025-10-10T00:00:00"}