{"id":"https://openalex.org/W4397040327","doi":"https://doi.org/10.1007/s42979-024-02892-4","title":"A Reference Process for Assessing the Reliability of Predictive Analytics Results","display_name":"A Reference Process for Assessing the Reliability of Predictive Analytics Results","publication_year":2024,"publication_date":"2024-05-18","ids":{"openalex":"https://openalex.org/W4397040327","doi":"https://doi.org/10.1007/s42979-024-02892-4"},"language":"en","primary_location":{"id":"doi:10.1007/s42979-024-02892-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s42979-024-02892-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s42979-024-02892-4.pdf","source":{"id":"https://openalex.org/S4210174798","display_name":"SN Computer Science","issn_l":"2661-8907","issn":["2661-8907","2662-995X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["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":"SN Computer Science","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/s42979-024-02892-4.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5025497067","display_name":"Simon Staudinger","orcid":"https://orcid.org/0000-0002-8045-2239"},"institutions":[{"id":"https://openalex.org/I121883995","display_name":"Johannes Kepler University of Linz","ror":"https://ror.org/052r2xn60","country_code":"AT","type":"education","lineage":["https://openalex.org/I121883995"]}],"countries":["AT"],"is_corresponding":true,"raw_author_name":"Simon Staudinger","raw_affiliation_strings":["Institute of Business Informatics-Data and Knowledge Engineering, Johannes Kepler University Linz, Altenberger Stra\u00dfe 69, Linz, 4040, Austria"],"raw_orcid":"https://orcid.org/0000-0002-8045-2239","affiliations":[{"raw_affiliation_string":"Institute of Business Informatics-Data and Knowledge Engineering, Johannes Kepler University Linz, Altenberger Stra\u00dfe 69, Linz, 4040, Austria","institution_ids":["https://openalex.org/I121883995"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073117989","display_name":"Christoph G. Schuetz","orcid":"https://orcid.org/0000-0002-0955-8647"},"institutions":[{"id":"https://openalex.org/I121883995","display_name":"Johannes Kepler University of Linz","ror":"https://ror.org/052r2xn60","country_code":"AT","type":"education","lineage":["https://openalex.org/I121883995"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Christoph G. Schuetz","raw_affiliation_strings":["Institute of Business Informatics-Data and Knowledge Engineering, Johannes Kepler University Linz, Altenberger Stra\u00dfe 69, Linz, 4040, Austria"],"raw_orcid":"https://orcid.org/0000-0002-0955-8647","affiliations":[{"raw_affiliation_string":"Institute of Business Informatics-Data and Knowledge Engineering, Johannes Kepler University Linz, Altenberger Stra\u00dfe 69, Linz, 4040, Austria","institution_ids":["https://openalex.org/I121883995"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5029293178","display_name":"Michael Schrefl","orcid":"https://orcid.org/0000-0003-1741-0252"},"institutions":[{"id":"https://openalex.org/I121883995","display_name":"Johannes Kepler University of Linz","ror":"https://ror.org/052r2xn60","country_code":"AT","type":"education","lineage":["https://openalex.org/I121883995"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Michael Schrefl","raw_affiliation_strings":["Institute of Business Informatics-Data and Knowledge Engineering, Johannes Kepler University Linz, Altenberger Stra\u00dfe 69, Linz, 4040, Austria"],"raw_orcid":"https://orcid.org/0000-0003-1741-0252","affiliations":[{"raw_affiliation_string":"Institute of Business Informatics-Data and Knowledge Engineering, Johannes Kepler University Linz, Altenberger Stra\u00dfe 69, Linz, 4040, Austria","institution_ids":["https://openalex.org/I121883995"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5025497067"],"corresponding_institution_ids":["https://openalex.org/I121883995"],"apc_list":{"value":2890,"currency":"USD","value_usd":2890},"apc_paid":{"value":2890,"currency":"USD","value_usd":2890},"fwci":0.486,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.6975716,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"5","issue":"5","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.991599977016449,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.991599977016449,"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/T12423","display_name":"Software Reliability and Analysis Research","score":0.9883000254631042,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/T12127","display_name":"Software System Performance and Reliability","score":0.9775000214576721,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/reliability","display_name":"Reliability (semiconductor)","score":0.6213977336883545},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5824713110923767},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5787699818611145},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.5154767632484436},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.5014832019805908},{"id":"https://openalex.org/keywords/predictive-analytics","display_name":"Predictive analytics","score":0.4899250864982605},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.33364295959472656},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.16828781366348267}],"concepts":[{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.6213977336883545},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5824713110923767},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5787699818611145},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.5154767632484436},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.5014832019805908},{"id":"https://openalex.org/C83209312","wikidata":"https://www.wikidata.org/wiki/Q1053367","display_name":"Predictive analytics","level":2,"score":0.4899250864982605},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.33364295959472656},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.16828781366348267},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/s42979-024-02892-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s42979-024-02892-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s42979-024-02892-4.pdf","source":{"id":"https://openalex.org/S4210174798","display_name":"SN Computer Science","issn_l":"2661-8907","issn":["2661-8907","2662-995X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["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":"SN Computer Science","raw_type":"journal-article"},{"id":"pmh:oai:epub.jku.at/:10260827","is_oa":true,"landing_page_url":"https://resolver.obvsg.at/urn:nbn:at:at-ubl:3-23575","pdf_url":"https://epub.jku.at/obvulioa/content/titleinfo/10260827/full.pdf","source":{"id":"https://openalex.org/S4306401788","display_name":"University Library Linz repository (Johannes Kepler Universitat Linz)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I121883995","host_organization_name":"Johannes Kepler University of Linz","host_organization_lineage":["https://openalex.org/I121883995"],"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":"","raw_type":"Text"},{"id":"pmh:oai:epub.jku.at/:10323931","is_oa":true,"landing_page_url":"https://resolver.obvsg.at/urn:nbn:at:at-ubl:3-23681","pdf_url":"https://epub.jku.at/obvulioa/content/titleinfo/10323931/full.pdf","source":{"id":"https://openalex.org/S4306401788","display_name":"University Library Linz repository (Johannes Kepler Universitat Linz)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I121883995","host_organization_name":"Johannes Kepler University of Linz","host_organization_lineage":["https://openalex.org/I121883995"],"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":"","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1007/s42979-024-02892-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s42979-024-02892-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s42979-024-02892-4.pdf","source":{"id":"https://openalex.org/S4210174798","display_name":"SN Computer Science","issn_l":"2661-8907","issn":["2661-8907","2662-995X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["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":"SN Computer Science","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4397040327.pdf"},"referenced_works_count":24,"referenced_works":["https://openalex.org/W126295454","https://openalex.org/W1666293800","https://openalex.org/W1919675552","https://openalex.org/W1999835014","https://openalex.org/W2041650849","https://openalex.org/W2041713059","https://openalex.org/W2098154993","https://openalex.org/W2101641738","https://openalex.org/W2105737698","https://openalex.org/W2130486630","https://openalex.org/W2147506152","https://openalex.org/W2324595780","https://openalex.org/W2327070539","https://openalex.org/W2755371172","https://openalex.org/W2782311202","https://openalex.org/W2942433680","https://openalex.org/W3080475312","https://openalex.org/W3103173522","https://openalex.org/W3109634129","https://openalex.org/W3116158095","https://openalex.org/W3183337850","https://openalex.org/W3204683753","https://openalex.org/W6743722253","https://openalex.org/W6983838078"],"related_works":["https://openalex.org/W2033512842","https://openalex.org/W4322734194","https://openalex.org/W4233600955","https://openalex.org/W2913665393","https://openalex.org/W2369695847","https://openalex.org/W3005535424","https://openalex.org/W2994319598","https://openalex.org/W2047067935","https://openalex.org/W1607054433","https://openalex.org/W2110842462"],"abstract_inverted_index":{"Abstract":[0],"Organizations":[1],"employ":[2,136],"data":[3,10],"mining":[4],"to":[5,13,49,77,117,132],"discover":[6],"patterns":[7],"in":[8,11,91],"historic":[9],"order":[12],"learn":[14],"predictive":[15,20,61,85],"models.":[16],"Depending":[17],"on":[18],"the":[19,22,31,34,47,51,69,73,122,137],"model":[21],"predictions":[23,57],"may":[24],"be":[25],"more":[26,92],"or":[27],"less":[28],"accurate,":[29],"raising":[30],"question":[32],"about":[33,121],"reliability":[35,54,80,98,138],"of":[36,53,55,72,101,113],"individual":[37,56],"predictions.":[38],"This":[39],"paper":[40,88,110],"proposes":[41],"a":[42,60,79,84,114],"reference":[43,64],"process":[44,65,75,124],"aligned":[45],"with":[46],"CRISP-DM":[48],"enable":[50],"assessment":[52,81,139],"obtained":[58],"from":[59],"model.":[62,86],"The":[63,87,128],"describes":[66,111],"activities":[67],"along":[68],"different":[70],"stages":[71],"development":[74,123],"required":[76],"establish":[78],"approach":[82],"for":[83,97],"then":[89],"presents":[90],"detail":[93],"two":[94],"specific":[95],"approaches":[96],"assessment:":[99],"perturbation":[100],"input":[102],"cases":[103],"and":[104,125,135],"local":[105],"quality":[106],"measures.":[107],"Furthermore,":[108],"this":[109],"elements":[112],"knowledge":[115,129],"graph":[116,130],"capture":[118],"important":[119],"metadata":[120],"training":[126],"data.":[127],"serves":[131],"properly":[133],"configure":[134],"approaches.":[140]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2024-05-19T00:00:00"}