{"id":"https://openalex.org/W7130958312","doi":"https://doi.org/10.31449/inf.v50i8.9322","title":"Enhanced Prediction of Manufacturing Quality Ratings Using Optimized Stacking Ensemble Modeling","display_name":"Enhanced Prediction of Manufacturing Quality Ratings Using Optimized Stacking Ensemble Modeling","publication_year":2026,"publication_date":"2026-02-21","ids":{"openalex":"https://openalex.org/W7130958312","doi":"https://doi.org/10.31449/inf.v50i8.9322"},"language":null,"primary_location":{"id":"doi:10.31449/inf.v50i8.9322","is_oa":true,"landing_page_url":"https://doi.org/10.31449/inf.v50i8.9322","pdf_url":"https://www.informatica.si/index.php/informatica/article/download/9322/6541","source":{"id":"https://openalex.org/S4210173311","display_name":"Informatica","issn_l":"0350-5596","issn":["0350-5596","1854-3871"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310314525","host_organization_name":"Slovenian Society Informatika","host_organization_lineage":["https://openalex.org/P4310314525"],"host_organization_lineage_names":["Slovenian Society Informatika"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informatica","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://www.informatica.si/index.php/informatica/article/download/9322/6541","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5063401759","display_name":"Lanbao Hou","orcid":"https://orcid.org/0000-0002-8702-2119"},"institutions":[{"id":"https://openalex.org/I4210116247","display_name":"Jingchu University of Technology","ror":"https://ror.org/037kvhq82","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210116247"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lanbao Hou","raw_affiliation_strings":["School of Mathematics and Physics, Jingchu University of Technology, Jingmen 448000, Hubei, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mathematics and Physics, Jingchu University of Technology, Jingmen 448000, Hubei, China","institution_ids":["https://openalex.org/I4210116247"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5126571253","display_name":"Zhiqiong Zou","orcid":null},"institutions":[{"id":"https://openalex.org/I4210116247","display_name":"Jingchu University of Technology","ror":"https://ror.org/037kvhq82","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210116247"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiqiong Zou","raw_affiliation_strings":["School of Mathematics and Physics, Jingchu University of Technology, Jingmen 448000, Hubei, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mathematics and Physics, Jingchu University of Technology, Jingmen 448000, Hubei, China","institution_ids":["https://openalex.org/I4210116247"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210116247"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.18633503,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"50","issue":"8","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.3434000015258789,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.3434000015258789,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11443","display_name":"Advanced Statistical Process Monitoring","score":0.05550000071525574,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"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/T10188","display_name":"Advanced machining processes and optimization","score":0.0348999984562397,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/stacking","display_name":"Stacking","score":0.8195000290870667},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.6665999889373779},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.6266000270843506},{"id":"https://openalex.org/keywords/ensemble-forecasting","display_name":"Ensemble forecasting","score":0.5985999703407288},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.5649999976158142},{"id":"https://openalex.org/keywords/predictive-modelling","display_name":"Predictive modelling","score":0.4113999903202057},{"id":"https://openalex.org/keywords/transformation","display_name":"Transformation (genetics)","score":0.36559998989105225}],"concepts":[{"id":"https://openalex.org/C33347731","wikidata":"https://www.wikidata.org/wiki/Q285210","display_name":"Stacking","level":2,"score":0.8195000290870667},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.6665999889373779},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.6266000270843506},{"id":"https://openalex.org/C119898033","wikidata":"https://www.wikidata.org/wiki/Q3433888","display_name":"Ensemble forecasting","level":2,"score":0.5985999703407288},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5748000144958496},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5649999976158142},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.4113999903202057},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.40130001306533813},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3950999975204468},{"id":"https://openalex.org/C204241405","wikidata":"https://www.wikidata.org/wiki/Q461499","display_name":"Transformation (genetics)","level":3,"score":0.36559998989105225},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3594000041484833},{"id":"https://openalex.org/C167085575","wikidata":"https://www.wikidata.org/wiki/Q6803654","display_name":"Mean squared prediction error","level":2,"score":0.33660000562667847},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.3125},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.30799999833106995},{"id":"https://openalex.org/C59594135","wikidata":"https://www.wikidata.org/wiki/Q5249242","display_name":"Decision model","level":2,"score":0.2897999882698059},{"id":"https://openalex.org/C163175372","wikidata":"https://www.wikidata.org/wiki/Q3339222","display_name":"Linear model","level":2,"score":0.2784000039100647},{"id":"https://openalex.org/C133199616","wikidata":"https://www.wikidata.org/wiki/Q25386885","display_name":"Empirical modelling","level":2,"score":0.271699994802475},{"id":"https://openalex.org/C2780898871","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Performance metric","level":2,"score":0.26190000772476196}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.31449/inf.v50i8.9322","is_oa":true,"landing_page_url":"https://doi.org/10.31449/inf.v50i8.9322","pdf_url":"https://www.informatica.si/index.php/informatica/article/download/9322/6541","source":{"id":"https://openalex.org/S4210173311","display_name":"Informatica","issn_l":"0350-5596","issn":["0350-5596","1854-3871"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310314525","host_organization_name":"Slovenian Society Informatika","host_organization_lineage":["https://openalex.org/P4310314525"],"host_organization_lineage_names":["Slovenian Society Informatika"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informatica","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.31449/inf.v50i8.9322","is_oa":true,"landing_page_url":"https://doi.org/10.31449/inf.v50i8.9322","pdf_url":"https://www.informatica.si/index.php/informatica/article/download/9322/6541","source":{"id":"https://openalex.org/S4210173311","display_name":"Informatica","issn_l":"0350-5596","issn":["0350-5596","1854-3871"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310314525","host_organization_name":"Slovenian Society Informatika","host_organization_lineage":["https://openalex.org/P4310314525"],"host_organization_lineage_names":["Slovenian Society Informatika"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informatica","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.42173585295677185,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320329134","display_name":"Jingchu University of Technology","ror":"https://ror.org/037kvhq82"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7130958312.pdf","grobid_xml":"https://content.openalex.org/works/W7130958312.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"The":[0,78,149],"predictive":[1],"modeling":[2],"of":[3,27,40,47,55,95,98,104,119,147,173],"quality":[4,34,146],"in":[5,9,93,112,170],"manufacturing":[6,33,175],"is":[7,168],"vital":[8],"improving":[10],"efficiency,":[11],"cutting":[12],"costs,":[13],"and":[14,67,69,76,100,133,160],"attaining":[15],"zero-defect":[16],"production.":[17],"This":[18],"paper":[19],"addresses":[20],"this":[21,50],"requirement":[22],"through":[23],"an":[24,96],"empirical":[25],"comparison":[26],"machine":[28],"learning":[29],"models":[30,58,74],"to":[31],"predict":[32],"ratings.":[35],"On":[36],"a":[37,141,158],"simulated":[38],"dataset":[39],"3,957":[41],"samples":[42],"with":[43,90],"five":[44],"important":[45],"features":[46,139],"the":[48,53,82,101,113,120,124,137,145,153,171,174],"process,":[49],"study":[51],"compared":[52],"performance":[54,92],"six":[56],"basic":[57],"(AdaBoost,":[59],"Bagging,":[60],"Decision":[61],"Tree,":[62],"Gradient":[63],"Boosting,":[64],"K-Nearest":[65],"Neighbors,":[66],"XGBoost)":[68],"two":[70],"more":[71],"advanced":[72],"ensemble":[73,122],"(Averaging":[75],"Stacking).":[77],"findings":[79],"demonstrated":[80],"that":[81,128,152],"Stacking":[83,121,154],"Ensemble":[84,155],"model":[85,126],"outperformed":[86],"all":[87],"other":[88],"candidates,":[89],"higher":[91],"terms":[94],"R2":[97],"0.999":[99],"lowest":[102],"values":[103],"error":[105],"(MSE:":[106],"0.004,":[107],"RMSE:":[108],"0.065,":[109],"MAE:":[110],"0.016)":[111],"test":[114],"set.":[115],"Moreover,":[116],"SHAP":[117],"analysis":[118,150],"as":[123],"best":[125],"revealed":[127],"Material":[129],"Transformation":[130],"Metric":[131],"(MTM)":[132],"Temperature":[134],"(T)":[135],"were":[136],"top":[138],"having":[140],"significant":[142],"impact":[143],"on":[144],"products.":[148],"finds":[151],"method":[156],"provides":[157],"valid":[159],"very":[161],"effective":[162],"framework":[163],"for":[164],"predicting":[165],"quality,":[166],"which":[167],"helpful":[169],"optimization":[172],"process.":[176]},"counts_by_year":[],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2026-02-23T00:00:00"}