{"id":"https://openalex.org/W4386413368","doi":"https://doi.org/10.1016/j.jksuci.2023.101741","title":"Enhancing model quality and scalability for mining business processes with invisible tasks in non-free choice","display_name":"Enhancing model quality and scalability for mining business processes with invisible tasks in non-free choice","publication_year":2023,"publication_date":"2023-09-04","ids":{"openalex":"https://openalex.org/W4386413368","doi":"https://doi.org/10.1016/j.jksuci.2023.101741"},"language":"en","primary_location":{"id":"doi:10.1016/j.jksuci.2023.101741","doi":"https://doi.org/10.1016/j.jksuci.2023.101741","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.jksuci.2023.101741","pdf_url":null,"source":{"id":"https://openalex.org/S2764955546","display_name":"Journal of King Saud University - Computer and Information Sciences","issn_l":"1319-1578","issn":["1319-1578","2213-1248"],"is_oa":false,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-c","jufo-1","norway-1","oarl","poland-100"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"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 King Saud University - Computer and Information Sciences","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1016/j.jksuci.2023.101741","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5027955524","display_name":"Kelly Rossa Sungkono","orcid":"https://orcid.org/0000-0003-3030-3566","observed_orcids":["https://orcid.org/0000-0003-3030-3566"]},"institutions":[{"id":"https://openalex.org/I166843116","display_name":"Institut Teknologi Sepuluh Nopember","ror":"https://ror.org/05kbmmt89","country_code":"ID","type":"education","lineage":["https://openalex.org/I166843116"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Kelly R. Sungkono","raw_affiliation_strings":["Department of Informatics, Institut Teknologi Sepuluh Nopember, Surabaya, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Informatics, Institut Teknologi Sepuluh Nopember, Surabaya, Indonesia","institution_ids":["https://openalex.org/I166843116"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000266116","display_name":"Riyanarto Sarno","orcid":"https://orcid.org/0000-0001-5373-660X","observed_orcids":["https://orcid.org/0000-0001-5373-660X"]},"institutions":[{"id":"https://openalex.org/I166843116","display_name":"Institut Teknologi Sepuluh Nopember","ror":"https://ror.org/05kbmmt89","country_code":"ID","type":"education","lineage":["https://openalex.org/I166843116"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Riyanarto Sarno","raw_affiliation_strings":["Department of Informatics, Institut Teknologi Sepuluh Nopember, Surabaya, Indonesia"],"raw_orcid":"https://orcid.org/0000-0001-5373-660X","affiliations":[{"raw_affiliation_string":"Department of Informatics, Institut Teknologi Sepuluh Nopember, Surabaya, Indonesia","institution_ids":["https://openalex.org/I166843116"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006506600","display_name":"Bhakti Stephan Onggo","orcid":"https://orcid.org/0000-0001-5899-304X","observed_orcids":["https://orcid.org/0000-0001-5899-304X"]},"institutions":[{"id":"https://openalex.org/I43439940","display_name":"University of Southampton","ror":"https://ror.org/01ryk1543","country_code":"GB","type":"education","lineage":["https://openalex.org/I43439940"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Bhakti S. Onggo","raw_affiliation_strings":["CORMSIS, University of Southampton, Southampton, UK"],"raw_orcid":"https://orcid.org/0000-0001-5899-304X","affiliations":[{"raw_affiliation_string":"CORMSIS, University of Southampton, Southampton, UK","institution_ids":["https://openalex.org/I43439940"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5008896774","display_name":"Muhammad Farhan Haykal","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I166843116","display_name":"Institut Teknologi Sepuluh Nopember","ror":"https://ror.org/05kbmmt89","country_code":"ID","type":"education","lineage":["https://openalex.org/I166843116"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Muhammad F. Haykal","raw_affiliation_strings":["Department of Informatics, Institut Teknologi Sepuluh Nopember, Surabaya, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Informatics, Institut Teknologi Sepuluh Nopember, Surabaya, Indonesia","institution_ids":["https://openalex.org/I166843116"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1350,"currency":"USD","value_usd":1350},"apc_paid":{"value":1350,"currency":"USD","value_usd":1350},"fwci":1.5673,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.85673251,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":"35","issue":"9","first_page":"101741","last_page":"101741"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10703","display_name":"Business Process Modeling and Analysis","score":0.9994999766349792,"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"}},"topics":[{"id":"https://openalex.org/T10703","display_name":"Business Process Modeling and Analysis","score":0.9994999766349792,"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"}},{"id":"https://openalex.org/T10538","display_name":"Data Mining Algorithms and Applications","score":9.999999747378752e-05,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10743","display_name":"Software Testing and Debugging Techniques","score":0.0,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/process-mining","display_name":"process mining","score":0.6510000228881836},{"id":"https://openalex.org/keywords/graph-algorithms","display_name":"graph algorithms","score":0.8270000219345093},{"id":"https://openalex.org/keywords/scalability","display_name":"scalability","score":0.6330000162124634},{"id":"https://openalex.org/keywords/process-model-quality","display_name":"process model quality","score":0.7789999842643738}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7522069215774536},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.6726740598678589},{"id":"https://openalex.org/C124670913","wikidata":"https://www.wikidata.org/wiki/Q2608526","display_name":"Process mining","level":5,"score":0.5971207022666931},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5752788186073303},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5210201740264893},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.49401360750198364},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.48997727036476135},{"id":"https://openalex.org/C93453677","wikidata":"https://www.wikidata.org/wiki/Q1017580","display_name":"Business process discovery","level":5,"score":0.45739468932151794},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.44215139746665955},{"id":"https://openalex.org/C85345410","wikidata":"https://www.wikidata.org/wiki/Q851587","display_name":"Business process","level":3,"score":0.3985678255558014},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3919633626937866},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3870025873184204},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32860267162323},{"id":"https://openalex.org/C174998907","wikidata":"https://www.wikidata.org/wiki/Q357662","display_name":"Work in process","level":2,"score":0.2874901294708252},{"id":"https://openalex.org/C207505557","wikidata":"https://www.wikidata.org/wiki/Q4374012","display_name":"Business process modeling","level":4,"score":0.08011627197265625},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.07697424292564392},{"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/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"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/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1016/j.jksuci.2023.101741","doi":"https://doi.org/10.1016/j.jksuci.2023.101741","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.jksuci.2023.101741","pdf_url":null,"source":{"id":"https://openalex.org/S2764955546","display_name":"Journal of King Saud University - Computer and Information Sciences","issn_l":"1319-1578","issn":["1319-1578","2213-1248"],"is_oa":false,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-c","jufo-1","norway-1","oarl","poland-100"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"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 King Saud University - Computer and Information Sciences","raw_type":"journal-article"},{"id":"pmh:oai:eprints.soton.ac.uk:482462","doi":null,"is_oa":true,"landing_page_url":"http://doi.org/10.1016/j.jksuci.2023.101741>).","pdf_url":"https://eprints.soton.ac.uk/482462/1/JKSUCIS_D_23_01194_R2.pdf","source":{"id":"https://openalex.org/S4306401019","display_name":"ePrints Soton (University of Southampton)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I43439940","host_organization_name":"University of Southampton","host_organization_lineage":["https://openalex.org/I43439940"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"pmh:oai:doaj.org/article:e90d8d340dd942a5b4ce470e490ddc0b","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/e90d8d340dd942a5b4ce470e490ddc0b","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of King Saud University: Computer and Information Sciences, Vol 35, Iss 9, Pp 101741- (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1016/j.jksuci.2023.101741","doi":"https://doi.org/10.1016/j.jksuci.2023.101741","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.jksuci.2023.101741","pdf_url":null,"source":{"id":"https://openalex.org/S2764955546","display_name":"Journal of King Saud University - Computer and Information Sciences","issn_l":"1319-1578","issn":["1319-1578","2213-1248"],"is_oa":false,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-c","jufo-1","norway-1","oarl","poland-100"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"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 King Saud University - Computer and Information Sciences","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321145","display_name":"King Saud University","ror":"https://ror.org/02f81g417"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4386413368.pdf","grobid_xml":"https://content.openalex.org/works/W4386413368.grobid-xml"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W1602833269","https://openalex.org/W1945283334","https://openalex.org/W2102863299","https://openalex.org/W2113071192","https://openalex.org/W2135155509","https://openalex.org/W2246881786","https://openalex.org/W2607172616","https://openalex.org/W2625392185","https://openalex.org/W2799059383","https://openalex.org/W2800841519","https://openalex.org/W2884520142","https://openalex.org/W2884679726","https://openalex.org/W2918933470","https://openalex.org/W2929907085","https://openalex.org/W2951491022","https://openalex.org/W2966181403","https://openalex.org/W2971160507","https://openalex.org/W2990109202","https://openalex.org/W2999662274","https://openalex.org/W3007323283","https://openalex.org/W3009388162","https://openalex.org/W3011562361","https://openalex.org/W3037716082","https://openalex.org/W3127973726","https://openalex.org/W3195037918","https://openalex.org/W3195260968","https://openalex.org/W4205608100","https://openalex.org/W4206915433","https://openalex.org/W4210546022","https://openalex.org/W4220701190","https://openalex.org/W4296706757","https://openalex.org/W4319163402","https://openalex.org/W4360798342","https://openalex.org/W6948214015","https://openalex.org/W6966063724"],"related_works":["https://openalex.org/W3195037918","https://openalex.org/W1945283334","https://openalex.org/W2918933470","https://openalex.org/W3157732738","https://openalex.org/W2102863299","https://openalex.org/W2939976253","https://openalex.org/W2385552670","https://openalex.org/W2140171455","https://openalex.org/W2776784593","https://openalex.org/W2484174114"],"abstract_inverted_index":{"At":[0],"present,":[1],"business":[2],"processes":[3],"are":[4],"growing":[5],"rapidly,":[6],"resulting":[7],"in":[8,24,34,76,84,141],"various":[9],"types":[10],"of":[11,40,114,121,137,154,158,186,193,198],"activity":[12],"relationships":[13,90,130],"and":[14,21,62,92,102,134,165,167,179,196],"big":[15],"event":[16,95,100],"logs.":[17,96],"Discovering":[18],"invisible":[19,22,31,51,82,139],"tasks":[20,23,33,52,83,140],"non-free":[25,35,85,142],"choice":[26,36,78,86,143],"is":[27,57],"challenging.":[28],"\u03b1$":[29],"mines":[30],"prime":[32],"based":[37,144,182],"on":[38,145,183],"pairs":[39],"events,":[41],"so":[42],"it":[43],"consumes":[44],"considerable":[45],"processing":[46],"time.":[47],"In":[48],"addition,":[49],"the":[50,99,107,112,152,191],"formation":[53],"by":[54],"\u03b1":[55,163],"$":[56],"limited":[58],"to":[59,80,109,127],"skip,":[60],"switch,":[61],"redo":[63],"conditions.":[64],"This":[65,149],"study":[66,150],"proposes":[67],"a":[68],"graph-based":[69,123],"algorithm":[70,126],"named":[71],"Graph":[72,159],"Advanced":[73],"Invisible":[74,160],"Task":[75,161],"Non-free":[77],"(GAITN)":[79],"form":[81],"for":[87,105],"stacked":[88],"branching":[89,129,147],"condition":[91],"handle":[93],"large":[94],"GAITN":[97,118,155,170,188],"partitions":[98,108],"log":[101],"creates":[103,135],"rules":[104,120,136],"merging":[106],"scale":[110],"up":[111],"volume":[113],"discoverable":[115],"events.":[116,187],"Then,":[117],"utilises":[119],"previous":[122],"process":[124,172,194,199],"mining":[125,138,200],"visualises":[128],"(XOR,":[131],"OR,":[132],"AND)":[133],"obtained":[146],"relationships.":[148],"compared":[151],"performance":[153],"with":[156,174],"that":[157,169],"(GIT),":[162],"$,":[164],"Fodina":[166],"found":[168],"produces":[171],"models":[173],"better":[175],"fitness,":[176],"precision,":[177],"generalisation,":[178],"simplicity":[180],"measure":[181],"higher":[184],"number":[185],"significantly":[189],"improves":[190],"quality":[192],"model":[195],"scalability":[197],"algorithm.":[201]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":2}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2023-09-05T00:00:00"}
