{"id":"https://openalex.org/W4312264223","doi":"https://doi.org/10.1145/3556089.3556102","title":"Artificial Intelligence and Machine Learning for Maturity Evaluation and Model Validation","display_name":"Artificial Intelligence and Machine Learning for Maturity Evaluation and Model Validation","publication_year":2022,"publication_date":"2022-07-16","ids":{"openalex":"https://openalex.org/W4312264223","doi":"https://doi.org/10.1145/3556089.3556102"},"language":"en","primary_location":{"id":"doi:10.1145/3556089.3556102","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3556089.3556102","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3556089.3556102","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 13th International Conference on E-business, Management and Economics","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3556089.3556102","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5068471666","display_name":"Thomas Hanne","orcid":"https://orcid.org/0000-0002-5636-1660"},"institutions":[{"id":"https://openalex.org/I2972652528","display_name":"FHNW University of Applied Sciences and Arts Northwestern Switzerland","ror":"https://ror.org/04mq2g308","country_code":"CH","type":"education","lineage":["https://openalex.org/I2972652528"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Thomas Hanne","raw_affiliation_strings":["Institute for Information Systems, University of Applied Sciences and Arts Northwestern Switzerland, Switzerland"],"raw_orcid":"https://orcid.org/0000-0002-5636-1660","affiliations":[{"raw_affiliation_string":"Institute for Information Systems, University of Applied Sciences and Arts Northwestern Switzerland, Switzerland","institution_ids":["https://openalex.org/I2972652528"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110990054","display_name":"Phillip Gachnang","orcid":null},"institutions":[{"id":"https://openalex.org/I2972652528","display_name":"FHNW University of Applied Sciences and Arts Northwestern Switzerland","ror":"https://ror.org/04mq2g308","country_code":"CH","type":"education","lineage":["https://openalex.org/I2972652528"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Phillip Gachnang","raw_affiliation_strings":["Institute for Information Systems, University of Applied Sciences and Arts Northwestern Switzerland, Switzerland"],"raw_orcid":"https://orcid.org/0000-0002-8279-4451","affiliations":[{"raw_affiliation_string":"Institute for Information Systems, University of Applied Sciences and Arts Northwestern Switzerland, Switzerland","institution_ids":["https://openalex.org/I2972652528"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083090295","display_name":"Stella Gatziu Grivas","orcid":"https://orcid.org/0000-0002-8279-4451"},"institutions":[{"id":"https://openalex.org/I2972652528","display_name":"FHNW University of Applied Sciences and Arts Northwestern Switzerland","ror":"https://ror.org/04mq2g308","country_code":"CH","type":"education","lineage":["https://openalex.org/I2972652528"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Stella Gatziu Grivas","raw_affiliation_strings":["Institute for Information Systems, AbiliCor &amp; University of Applied Sciences and Arts Northwestern Switzerland, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Information Systems, AbiliCor &amp; University of Applied Sciences and Arts Northwestern Switzerland, Switzerland","institution_ids":["https://openalex.org/I2972652528"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069740419","display_name":"Ilyas Kirecci","orcid":null},"institutions":[{"id":"https://openalex.org/I858936495","display_name":"ZHAW Zurich University of Applied Sciences","ror":"https://ror.org/05pmsvm27","country_code":"CH","type":"education","lineage":["https://openalex.org/I858936495"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Ilyas Kirecci","raw_affiliation_strings":["Institute for Facility Management, ZHAW School of Life Sciences and Facility Management, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Facility Management, ZHAW School of Life Sciences and Facility Management, Switzerland","institution_ids":["https://openalex.org/I858936495"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006967936","display_name":"Paul Schmitter","orcid":"https://orcid.org/0009-0008-8530-720X"},"institutions":[{"id":"https://openalex.org/I858936495","display_name":"ZHAW Zurich University of Applied Sciences","ror":"https://ror.org/05pmsvm27","country_code":"CH","type":"education","lineage":["https://openalex.org/I858936495"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Paul Schmitter","raw_affiliation_strings":["Institute for Facility Management, ZHAW School of Life Sciences and Facility Management, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Facility Management, ZHAW School of Life Sciences and Facility Management, Switzerland","institution_ids":["https://openalex.org/I858936495"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.24779628,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"256","last_page":"260"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14306","display_name":"Technology Assessment and Management","score":0.9973000288009644,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"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/T14306","display_name":"Technology Assessment and Management","score":0.9973000288009644,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"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/T10763","display_name":"Digital Transformation in Industry","score":0.9886000156402588,"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/T11891","display_name":"Big Data and Business Intelligence","score":0.9314000010490417,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/maturity","display_name":"Maturity (psychological)","score":0.8278743028640747},{"id":"https://openalex.org/keywords/capability-maturity-model","display_name":"Capability Maturity Model","score":0.7263344526290894},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6675065159797668},{"id":"https://openalex.org/keywords/relation","display_name":"Relation (database)","score":0.5986323356628418},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5189566016197205},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5147961974143982},{"id":"https://openalex.org/keywords/empirical-modelling","display_name":"Empirical modelling","score":0.4360502064228058},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.4282233715057373},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.2984592318534851},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.09920400381088257},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.09438446164131165}],"concepts":[{"id":"https://openalex.org/C101433766","wikidata":"https://www.wikidata.org/wiki/Q3543263","display_name":"Maturity (psychological)","level":2,"score":0.8278743028640747},{"id":"https://openalex.org/C85890633","wikidata":"https://www.wikidata.org/wiki/Q929673","display_name":"Capability Maturity Model","level":3,"score":0.7263344526290894},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6675065159797668},{"id":"https://openalex.org/C25343380","wikidata":"https://www.wikidata.org/wiki/Q277521","display_name":"Relation (database)","level":2,"score":0.5986323356628418},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5189566016197205},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5147961974143982},{"id":"https://openalex.org/C133199616","wikidata":"https://www.wikidata.org/wiki/Q25386885","display_name":"Empirical modelling","level":2,"score":0.4360502064228058},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.4282233715057373},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2984592318534851},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.09920400381088257},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.09438446164131165},{"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/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C138496976","wikidata":"https://www.wikidata.org/wiki/Q175002","display_name":"Developmental psychology","level":1,"score":0.0},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3556089.3556102","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3556089.3556102","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3556089.3556102","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 13th International Conference on E-business, Management and Economics","raw_type":"proceedings-article"},{"id":"pmh:oai:digitalcollection.zhaw.ch:11475/26314","is_oa":true,"landing_page_url":"https://hdl.handle.net/11475/26314","pdf_url":null,"source":{"id":"https://openalex.org/S4306401811","display_name":"Z\u00fcrcher Hochschule f\u00fcr Angewandte Wissenschaften digital collection (Zurich University of Applied Sciences)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I200744771","host_organization_name":"ZHAW Zurich University of Applied Sciences","host_organization_lineage":["https://openalex.org/I200744771"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1145/3556089.3556102","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3556089.3556102","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3556089.3556102","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 13th International Conference on E-business, Management and Economics","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320327931","display_name":"Innosuisse - Schweizerische Agentur f\u00fcr Innovationsf\u00f6rderung","ror":"https://ror.org/05a2bhn71"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4312264223.pdf","grobid_xml":"https://content.openalex.org/works/W4312264223.grobid-xml"},"referenced_works_count":14,"referenced_works":["https://openalex.org/W1546463305","https://openalex.org/W2120525070","https://openalex.org/W2336360324","https://openalex.org/W2507126430","https://openalex.org/W2528661529","https://openalex.org/W2548863919","https://openalex.org/W2733839677","https://openalex.org/W2791520612","https://openalex.org/W2906924653","https://openalex.org/W2927243914","https://openalex.org/W2953114663","https://openalex.org/W3013884953","https://openalex.org/W3046751757","https://openalex.org/W3155603854"],"related_works":["https://openalex.org/W4283172224","https://openalex.org/W2992877076","https://openalex.org/W2563825355","https://openalex.org/W4382725623","https://openalex.org/W3217511980","https://openalex.org/W2888066950","https://openalex.org/W4384822944","https://openalex.org/W2734763330","https://openalex.org/W2888012932","https://openalex.org/W2886478029"],"abstract_inverted_index":{"In":[0],"this":[1],"paper,":[2],"we":[3],"discuss":[4],"the":[5,24,33,75,79,81,85,106,120,145],"possibility":[6],"of":[7,26,29,40,52,71,84,108,122,137,144],"using":[8,109],"machine":[9],"learning":[10],"(ML)":[11],"to":[12,23,60],"specify":[13],"and":[14,57,87,115,133],"validate":[15],"maturity":[16,20,41,138],"models,":[17,140],"in":[18,58,130],"particular":[19],"models":[21,42,65],"related":[22],"assessment":[25,139],"digital":[27],"capabilities":[28],"an":[30],"organization.":[31],"Over":[32],"last":[34],"decade,":[35],"a":[36,69,141],"rather":[37],"large":[38],"number":[39,70],"have":[43],"been":[44],"suggested":[45],"for":[46,78,98,116,119,134],"different":[47,61],"aspects":[48],"(such":[49],"as":[50,74,91],"type":[51],"technology":[53],"or":[54,93],"considered":[55],"processes)":[56],"relation":[59],"industries.":[62],"Usually,":[63],"these":[64],"are":[66,127],"based":[67],"on":[68],"assumptions":[72,100],"such":[73,90,99],"data":[76,110],"used":[77],"assessment,":[80],"mathematical":[82],"formulation":[83],"model":[86],"various":[88],"parameters":[89],"weights":[92],"importance":[94],"indicators.":[95],"Empirical":[96],"evidence":[97],"is":[101,147],"usually":[102],"lacking.":[103],"We":[104],"investigate":[105],"potential":[107],"from":[111],"assessments":[112],"over":[113],"time":[114],"similar":[117],"institutions":[118],"ML":[121],"respective":[123],"models.":[124],"Related":[125],"concepts":[126],"worked":[128],"out":[129],"some":[131,135],"details":[132],"types":[136],"possible":[142],"application":[143],"concept":[146],"discussed.":[148]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-08-02T14:50:37.381335","created_date":"2025-10-10T00:00:00"}
