{"id":"https://openalex.org/W3035608996","doi":"https://doi.org/10.1080/12460125.2020.1776927","title":"Data quality assessment in product failure prediction models","display_name":"Data quality assessment in product failure prediction models","publication_year":2020,"publication_date":"2020-06-12","ids":{"openalex":"https://openalex.org/W3035608996","doi":"https://doi.org/10.1080/12460125.2020.1776927","mag":"3035608996"},"language":"en","primary_location":{"id":"doi:10.1080/12460125.2020.1776927","is_oa":true,"landing_page_url":"https://doi.org/10.1080/12460125.2020.1776927","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/12460125.2020.1776927?needAccess=true","source":{"id":"https://openalex.org/S119153320","display_name":"Journal of Decision System","issn_l":"1246-0125","issn":["1246-0125","2116-7052"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Decision Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://www.tandfonline.com/doi/pdf/10.1080/12460125.2020.1776927?needAccess=true","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5012656128","display_name":"Alja\u017e Ferencek","orcid":null},"institutions":[{"id":"https://openalex.org/I37696226","display_name":"University of Maribor","ror":"https://ror.org/01d5jce07","country_code":"SI","type":"education","lineage":["https://openalex.org/I37696226"]}],"countries":["SI"],"is_corresponding":true,"raw_author_name":"Alja\u017e Ferencek","raw_affiliation_strings":["University of Maribor, Faculty of Organizational Sciences, Kranj, Slovenia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Maribor, Faculty of Organizational Sciences, Kranj, Slovenia","institution_ids":["https://openalex.org/I37696226"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038333519","display_name":"Mirjana Kljaji\u0107 Bor\u0161tnar","orcid":"https://orcid.org/0000-0003-4608-9090"},"institutions":[{"id":"https://openalex.org/I37696226","display_name":"University of Maribor","ror":"https://ror.org/01d5jce07","country_code":"SI","type":"education","lineage":["https://openalex.org/I37696226"]}],"countries":["SI"],"is_corresponding":true,"raw_author_name":"Mirjana Kljaji\u0107 Bor\u0161tnar","raw_affiliation_strings":["University of Maribor, Faculty of Organizational Sciences, Kranj, Slovenia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Maribor, Faculty of Organizational Sciences, Kranj, Slovenia","institution_ids":["https://openalex.org/I37696226"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5012656128","https://openalex.org/A5038333519"],"corresponding_institution_ids":["https://openalex.org/I37696226"],"apc_list":null,"apc_paid":null,"fwci":1.4453,"has_fulltext":false,"cited_by_count":20,"citation_normalized_percentile":{"value":0.85124098,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"29","issue":"sup1","first_page":"79","last_page":"86"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11159","display_name":"Manufacturing Process and Optimization","score":0.9815000295639038,"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/T11159","display_name":"Manufacturing Process and Optimization","score":0.9815000295639038,"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":0.9801999926567078,"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/T11918","display_name":"Forecasting Techniques and Applications","score":0.9800999760627747,"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/warranty","display_name":"Warranty","score":0.9491430521011353},{"id":"https://openalex.org/keywords/intuition","display_name":"Intuition","score":0.7003085017204285},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.633321225643158},{"id":"https://openalex.org/keywords/product","display_name":"Product (mathematics)","score":0.5732713341712952},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.5113336443901062},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.41521281003952026},{"id":"https://openalex.org/keywords/predictive-modelling","display_name":"Predictive modelling","score":0.41405409574508667},{"id":"https://openalex.org/keywords/new-product-development","display_name":"New product development","score":0.413106232881546},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.3916133642196655},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.21154150366783142},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.17574772238731384},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.1356402337551117},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09317323565483093}],"concepts":[{"id":"https://openalex.org/C2779056723","wikidata":"https://www.wikidata.org/wiki/Q329717","display_name":"Warranty","level":2,"score":0.9491430521011353},{"id":"https://openalex.org/C132010649","wikidata":"https://www.wikidata.org/wiki/Q189222","display_name":"Intuition","level":2,"score":0.7003085017204285},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.633321225643158},{"id":"https://openalex.org/C90673727","wikidata":"https://www.wikidata.org/wiki/Q901718","display_name":"Product (mathematics)","level":2,"score":0.5732713341712952},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5113336443901062},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.41521281003952026},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.41405409574508667},{"id":"https://openalex.org/C19351080","wikidata":"https://www.wikidata.org/wiki/Q1395034","display_name":"New product development","level":2,"score":0.413106232881546},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.3916133642196655},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.21154150366783142},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.17574772238731384},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.1356402337551117},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09317323565483093},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/12460125.2020.1776927","is_oa":true,"landing_page_url":"https://doi.org/10.1080/12460125.2020.1776927","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/12460125.2020.1776927?needAccess=true","source":{"id":"https://openalex.org/S119153320","display_name":"Journal of Decision System","issn_l":"1246-0125","issn":["1246-0125","2116-7052"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Decision Systems","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1080/12460125.2020.1776927","is_oa":true,"landing_page_url":"https://doi.org/10.1080/12460125.2020.1776927","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/12460125.2020.1776927?needAccess=true","source":{"id":"https://openalex.org/S119153320","display_name":"Journal of Decision System","issn_l":"1246-0125","issn":["1246-0125","2116-7052"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Decision Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W41868933","https://openalex.org/W1487848504","https://openalex.org/W1989801228","https://openalex.org/W2004798878","https://openalex.org/W2030886008","https://openalex.org/W2069954116","https://openalex.org/W2087264237","https://openalex.org/W2112076978","https://openalex.org/W2113706037","https://openalex.org/W2131850886","https://openalex.org/W2133160781","https://openalex.org/W2136309631","https://openalex.org/W2152709686","https://openalex.org/W2579555219","https://openalex.org/W2728074185","https://openalex.org/W2911964244","https://openalex.org/W3151685851","https://openalex.org/W4239510810","https://openalex.org/W4248841288","https://openalex.org/W6676769703"],"related_works":["https://openalex.org/W4247898262","https://openalex.org/W2038323968","https://openalex.org/W4386591436","https://openalex.org/W2374836656","https://openalex.org/W2382637078","https://openalex.org/W2351687577","https://openalex.org/W2373363799","https://openalex.org/W2386420233","https://openalex.org/W2576172759","https://openalex.org/W170871033"],"abstract_inverted_index":{"A":[0],"problem":[1,49],"of":[2,15,44,65,103],"product":[3,21],"failure":[4,22],"prediction":[5,59,97],"within":[6,23],"the":[7,58,63,71,101,104,114],"warranty":[8,25,66],"period":[9,26],"is":[10,27,107],"presented":[11],"in":[12,74,120],"a":[13,16,24,52],"case":[14],"household":[17],"appliance":[18],"manufacturer.":[19],"Predicting":[20],"necessary":[28],"for":[29],"optimal":[30],"resources":[31],"planning.":[32],"When":[33],"based":[34],"on":[35,80],"scarce":[36],"information":[37],"and":[38,61],"intuition,":[39],"companies":[40],"reserve":[41],"non-optimal":[42],"amount":[43],"funds.":[45],"To":[46],"address":[47],"this":[48,75],"we":[50,77,90],"developed":[51],"machine":[53],"learning":[54],"model":[55],"to":[56,110],"decrease":[57],"error":[60],"make":[62],"process":[64],"claims":[67],"more":[68],"transparent.":[69],"Following":[70],"CRISP-DM":[72],"process,":[73],"paper,":[76],"are":[78],"focusing":[79],"data":[81,106,124],"preparation":[82],"phases.":[83],"Results":[84],"show":[85],"that":[86,94,100],"among":[87],"33":[88],"attributes,":[89],"have":[91],"identified":[92],"seven":[93],"hold":[95],"some":[96],"value,":[98],"suggesting":[99],"value":[102],"collected":[105],"small":[108],"compared":[109],"its":[111],"cost.":[112],"In":[113],"future":[115],"effort":[116],"should":[117],"be":[118],"invested":[119],"collecting":[121],"quality":[122],"standardised":[123],"across":[125],"markets.":[126]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":2}],"updated_date":"2026-05-19T21:40:30.786675","created_date":"2025-10-10T00:00:00"}
