{"id":"https://openalex.org/W4402836117","doi":"https://doi.org/10.1109/icpm63005.2024.10680621","title":"Generating the Traces You Need: A Conditional Generative Model for Process Mining Data","display_name":"Generating the Traces You Need: A Conditional Generative Model for Process Mining Data","publication_year":2024,"publication_date":"2024-09-25","ids":{"openalex":"https://openalex.org/W4402836117","doi":"https://doi.org/10.1109/icpm63005.2024.10680621"},"language":"en","primary_location":{"id":"doi:10.1109/icpm63005.2024.10680621","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icpm63005.2024.10680621","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 6th International Conference on Process Mining (ICPM)","raw_type":"proceedings-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2411.02131","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5012210621","display_name":"Riccardo Graziosi","orcid":null},"institutions":[{"id":"https://openalex.org/I2277624104","display_name":"Fondazione Bruno Kessler","ror":"https://ror.org/01j33xk10","country_code":"IT","type":"facility","lineage":["https://openalex.org/I2277624104"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Riccardo Graziosi","raw_affiliation_strings":["Fondazione Bruno Kessler,Trento,Italy"],"affiliations":[{"raw_affiliation_string":"Fondazione Bruno Kessler,Trento,Italy","institution_ids":["https://openalex.org/I2277624104"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053242235","display_name":"Massimiliano Ronzani","orcid":"https://orcid.org/0000-0001-7277-2999"},"institutions":[{"id":"https://openalex.org/I2277624104","display_name":"Fondazione Bruno Kessler","ror":"https://ror.org/01j33xk10","country_code":"IT","type":"facility","lineage":["https://openalex.org/I2277624104"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Massimiliano Ronzani","raw_affiliation_strings":["Fondazione Bruno Kessler,Trento,Italy"],"affiliations":[{"raw_affiliation_string":"Fondazione Bruno Kessler,Trento,Italy","institution_ids":["https://openalex.org/I2277624104"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003989661","display_name":"Andrei Buliga","orcid":"https://orcid.org/0000-0002-8179-9146"},"institutions":[{"id":"https://openalex.org/I2277624104","display_name":"Fondazione Bruno Kessler","ror":"https://ror.org/01j33xk10","country_code":"IT","type":"facility","lineage":["https://openalex.org/I2277624104"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Andrei Buliga","raw_affiliation_strings":["Fondazione Bruno Kessler,Trento,Italy"],"affiliations":[{"raw_affiliation_string":"Fondazione Bruno Kessler,Trento,Italy","institution_ids":["https://openalex.org/I2277624104"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070124724","display_name":"Chiara Di Francescomarino","orcid":"https://orcid.org/0000-0002-0264-9394"},"institutions":[{"id":"https://openalex.org/I193223587","display_name":"University of Trento","ror":"https://ror.org/05trd4x28","country_code":"IT","type":"education","lineage":["https://openalex.org/I193223587"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Chiara Di Francescomarino","raw_affiliation_strings":["University of Trento,Trento,Italy"],"affiliations":[{"raw_affiliation_string":"University of Trento,Trento,Italy","institution_ids":["https://openalex.org/I193223587"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022488945","display_name":"Francesco Folino","orcid":"https://orcid.org/0000-0002-4952-1187"},"institutions":[{"id":"https://openalex.org/I3005160176","display_name":"Institute for High Performance Computing and Networking","ror":"https://ror.org/04r5fge26","country_code":"IT","type":"facility","lineage":["https://openalex.org/I3005160176","https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Francesco Folino","raw_affiliation_strings":["ICAR-CNR,Rende,Italy"],"affiliations":[{"raw_affiliation_string":"ICAR-CNR,Rende,Italy","institution_ids":["https://openalex.org/I3005160176"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069353228","display_name":"Chiara Ghidini","orcid":"https://orcid.org/0000-0003-1563-4965"},"institutions":[{"id":"https://openalex.org/I171543936","display_name":"Free University of Bozen-Bolzano","ror":"https://ror.org/012ajp527","country_code":"IT","type":"education","lineage":["https://openalex.org/I171543936"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Chiara Ghidini","raw_affiliation_strings":["Free University of Bozen-Bolzano,Bolzano,Italy"],"affiliations":[{"raw_affiliation_string":"Free University of Bozen-Bolzano,Bolzano,Italy","institution_ids":["https://openalex.org/I171543936"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081831626","display_name":"Francesca Meneghello","orcid":"https://orcid.org/0000-0002-9905-0360"},"institutions":[{"id":"https://openalex.org/I2277624104","display_name":"Fondazione Bruno Kessler","ror":"https://ror.org/01j33xk10","country_code":"IT","type":"facility","lineage":["https://openalex.org/I2277624104"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Francesca Meneghello","raw_affiliation_strings":["Fondazione Bruno Kessler,Trento,Italy"],"affiliations":[{"raw_affiliation_string":"Fondazione Bruno Kessler,Trento,Italy","institution_ids":["https://openalex.org/I2277624104"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5051833173","display_name":"Luigi Pontieri","orcid":"https://orcid.org/0000-0003-4513-0362"},"institutions":[{"id":"https://openalex.org/I3005160176","display_name":"Institute for High Performance Computing and Networking","ror":"https://ror.org/04r5fge26","country_code":"IT","type":"facility","lineage":["https://openalex.org/I3005160176","https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Luigi Pontieri","raw_affiliation_strings":["ICAR-CNR,Rende,Italy"],"affiliations":[{"raw_affiliation_string":"ICAR-CNR,Rende,Italy","institution_ids":["https://openalex.org/I3005160176"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5012210621"],"corresponding_institution_ids":["https://openalex.org/I2277624104"],"apc_list":null,"apc_paid":null,"fwci":2.2062,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.9013724,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"25","last_page":"32"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10703","display_name":"Business Process Modeling and Analysis","score":0.998199999332428,"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":0.998199999332428,"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/T10215","display_name":"Semantic Web and Ontologies","score":0.9722999930381775,"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/T10679","display_name":"Service-Oriented Architecture and Web Services","score":0.9484000205993652,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6865145564079285},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.6103897094726562},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.6021095514297485},{"id":"https://openalex.org/keywords/generative-model","display_name":"Generative model","score":0.48254865407943726},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.4705377519130707},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.414914608001709},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3733002543449402},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3676258325576782},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.322007954120636},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.21660226583480835},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.18168717622756958}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6865145564079285},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.6103897094726562},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.6021095514297485},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.48254865407943726},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.4705377519130707},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.414914608001709},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3733002543449402},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3676258325576782},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.322007954120636},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.21660226583480835},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.18168717622756958}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1109/icpm63005.2024.10680621","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icpm63005.2024.10680621","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 6th International Conference on Process Mining (ICPM)","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2411.02131","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2411.02131","pdf_url":"https://arxiv.org/pdf/2411.02131","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":null,"raw_type":"text"},{"id":"pmh:oai:iris.uniroma1.it:11573/1726818","is_oa":false,"landing_page_url":"https://hdl.handle.net/11573/1726818","pdf_url":null,"source":{"id":"https://openalex.org/S4377196107","display_name":"IRIS Research product catalog (Sapienza University of Rome)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:iris.unitn.it:11572/437398","is_oa":false,"landing_page_url":"https://ieeexplore.ieee.org/document/10680621","pdf_url":null,"source":{"id":"https://openalex.org/S4306401913","display_name":"Institutional Research Information System (Universit\u00e0 degli Studi di Trento)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I193223587","host_organization_name":"University of Trento","host_organization_lineage":["https://openalex.org/I193223587"],"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":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:unibz.it:11326165590001241","is_oa":true,"landing_page_url":"https://bia.unibz.it/esploro/outputs/conferenceProceeding/Generating-the-Traces-You-Need-A/991006890797101241","pdf_url":null,"source":{"id":"https://openalex.org/S4210197018","display_name":"View","issn_l":"2688-268X","issn":["2688-268X","2688-3988"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Conference Proceedings"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2411.02131","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2411.02131","pdf_url":"https://arxiv.org/pdf/2411.02131","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4402836117.pdf","grobid_xml":"https://content.openalex.org/works/W4402836117.grobid-xml"},"referenced_works_count":29,"referenced_works":["https://openalex.org/W2064675550","https://openalex.org/W2094385143","https://openalex.org/W2100495367","https://openalex.org/W2522558969","https://openalex.org/W2581522324","https://openalex.org/W2584722588","https://openalex.org/W2746780440","https://openalex.org/W2886629814","https://openalex.org/W2924334974","https://openalex.org/W2944716568","https://openalex.org/W2963223306","https://openalex.org/W2969940319","https://openalex.org/W3013550390","https://openalex.org/W3015974343","https://openalex.org/W3091710143","https://openalex.org/W3094392255","https://openalex.org/W3151527472","https://openalex.org/W3158980936","https://openalex.org/W3178234265","https://openalex.org/W4243932450","https://openalex.org/W4379794108","https://openalex.org/W4386315421","https://openalex.org/W4387469937","https://openalex.org/W4393195412","https://openalex.org/W4395962267","https://openalex.org/W6640963894","https://openalex.org/W6679436768","https://openalex.org/W6687045409","https://openalex.org/W6765709241"],"related_works":["https://openalex.org/W4365211920","https://openalex.org/W3014948380","https://openalex.org/W4380551139","https://openalex.org/W4317695495","https://openalex.org/W4287117424","https://openalex.org/W4387506531","https://openalex.org/W4238433571","https://openalex.org/W2967848559","https://openalex.org/W4299831724","https://openalex.org/W4283803360"],"abstract_inverted_index":{"In":[0],"recent":[1],"years,":[2],"trace":[3],"generation":[4,107,121],"has":[5],"emerged":[6],"as":[7],"a":[8,78,101,110],"significant":[9,60],"challenge":[10,98],"within":[11],"the":[12,25,28,43,62,66,120,147,151,154,180,210,213],"Process":[13],"Mining":[14],"community.":[15],"Deep":[16],"Learning":[17],"(DL)":[18],"models":[19,35,116],"have":[20],"demonstrated":[21],"accuracy":[22],"in":[23,38,74],"reproducing":[24],"features":[26,178],"of":[27,68,84,89,150,179,212],"selected":[29],"processes.":[30],"However,":[31],"current":[32],"DL":[33],"generative":[34,201],"are":[36,194],"limited":[37],"their":[39],"ability":[40,63],"to":[41,46,64,146,156,158,184,208],"adapt":[42],"learned":[44],"distributions":[45],"generate":[47],"data":[48,70,106,133,152,163],"samples":[49],"based":[50,108],"on":[51,80,109,168,173],"specific":[52,81,143],"conditions":[53],"or":[54,87],"attributes.":[55],"This":[56],"limitation":[57],"is":[58],"particularly":[59],"because":[61],"control":[65,118,174],"type":[67],"generated":[69,192],"can":[71],"be":[72],"beneficial":[73],"various":[75],"contexts,":[76],"enabling":[77,128],"focus":[79,167],"behaviours,":[82],"exploration":[83],"infrequent":[85],"patterns,":[86],"simulation":[88],"alternative":[90],"\"what-if\"":[91],"scenarios.In":[92],"this":[93,97],"work,":[94],"we":[95,166],"address":[96],"by":[99,123],"introducing":[100],"conditional":[102,111,126,214],"model":[103,202],"for":[104,139,187,200],"process":[105,122,140,170],"variational":[112],"autoencoder":[113],"(CVAE).":[114],"Conditional":[115],"offer":[117],"over":[119],"tuning":[124],"input":[125],"variables,":[127],"more":[129],"targeted":[130],"and":[131,153,176],"controlled":[132],"generation.":[134,215],"Unlike":[135],"other":[136],"domains,":[137],"CVAE":[138],"mining":[141],"faces":[142],"challenges":[144],"due":[145],"multiperspective":[148],"nature":[149],"need":[155],"adhere":[157],"control-flow":[159],"rules":[160],"while":[161],"ensuring":[162],"variability.":[164],"Specifically,":[165],"generating":[169],"executions":[171],"conditioned":[172],"flow":[175],"temporal":[177],"trace,":[181],"allowing":[182],"us":[183],"produce":[185],"traces":[186,193],"specific,":[188],"identified":[189],"sub-processes.":[190],"The":[191],"then":[195],"evaluated":[196],"using":[197],"common":[198],"metrics":[199,207],"assessment,":[203],"along":[204],"with":[205],"additional":[206],"evaluate":[209],"quality":[211]},"counts_by_year":[{"year":2025,"cited_by_count":4}],"updated_date":"2026-03-10T16:38:18.471706","created_date":"2025-10-10T00:00:00"}