{"id":"https://openalex.org/W3151527472","doi":"https://doi.org/10.1007/978-3-031-07472-1_4","title":"Learning Accurate Business Process Simulation Models from Event Logs via Automated Process Discovery and Deep Learning","display_name":"Learning Accurate Business Process Simulation Models from Event Logs via Automated Process Discovery and Deep Learning","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W3151527472","doi":"https://doi.org/10.1007/978-3-031-07472-1_4","mag":"3151527472"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-07472-1_4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-07472-1_4","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-07472-1_4.pdf","source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-07472-1_4.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5079691147","display_name":"Manuel Camargo","orcid":"https://orcid.org/0000-0002-8510-1972"},"institutions":[{"id":"https://openalex.org/I162096671","display_name":"Universidad de Los Andes","ror":"https://ror.org/02mhbdp94","country_code":"CO","type":"education","lineage":["https://openalex.org/I162096671"]},{"id":"https://openalex.org/I56085075","display_name":"University of Tartu","ror":"https://ror.org/03z77qz90","country_code":"EE","type":"education","lineage":["https://openalex.org/I56085075"]}],"countries":["CO","EE"],"is_corresponding":false,"raw_author_name":"Manuel Camargo","raw_affiliation_strings":["Apromore, Tartu, Estonia","Universidad de los Andes, Bogot\u00e1, Colombia","University of Tartu, Tartu, Estonia"],"raw_orcid":"https://orcid.org/0000-0002-8510-1972","affiliations":[{"raw_affiliation_string":"Apromore, Tartu, Estonia","institution_ids":[]},{"raw_affiliation_string":"Universidad de los Andes, Bogot\u00e1, Colombia","institution_ids":["https://openalex.org/I162096671"]},{"raw_affiliation_string":"University of Tartu, Tartu, Estonia","institution_ids":["https://openalex.org/I56085075"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085212075","display_name":"Marlon Dumas","orcid":"https://orcid.org/0000-0002-9247-7476"},"institutions":[{"id":"https://openalex.org/I56085075","display_name":"University of Tartu","ror":"https://ror.org/03z77qz90","country_code":"EE","type":"education","lineage":["https://openalex.org/I56085075"]}],"countries":["EE"],"is_corresponding":false,"raw_author_name":"Marlon Dumas","raw_affiliation_strings":["University of Tartu, Tartu, Estonia"],"raw_orcid":"https://orcid.org/0000-0002-9247-7476","affiliations":[{"raw_affiliation_string":"University of Tartu, Tartu, Estonia","institution_ids":["https://openalex.org/I56085075"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006211350","display_name":"Oscar Gonz\u00e1lez-Rojas","orcid":"https://orcid.org/0000-0002-8296-6620"},"institutions":[{"id":"https://openalex.org/I162096671","display_name":"Universidad de Los Andes","ror":"https://ror.org/02mhbdp94","country_code":"CO","type":"education","lineage":["https://openalex.org/I162096671"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Oscar Gonz\u00e1lez-Rojas","raw_affiliation_strings":["Universidad de los Andes, Bogot\u00e1, Colombia"],"raw_orcid":"https://orcid.org/0000-0002-8296-6620","affiliations":[{"raw_affiliation_string":"Universidad de los Andes, Bogot\u00e1, Colombia","institution_ids":["https://openalex.org/I162096671"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":{"value":5000,"currency":"EUR","value_usd":5392},"fwci":16.4755,"has_fulltext":true,"cited_by_count":32,"citation_normalized_percentile":{"value":0.99379157,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"55","last_page":"71"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10703","display_name":"Business Process Modeling and Analysis","score":0.9998000264167786,"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":0.9998000264167786,"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/T11719","display_name":"Data Quality and Management","score":0.9682999849319458,"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"}},{"id":"https://openalex.org/T11195","display_name":"Simulation Techniques and Applications","score":0.9537000060081482,"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/computer-science","display_name":"Computer science","score":0.845615804195404},{"id":"https://openalex.org/keywords/process-mining","display_name":"Process mining","score":0.7628823518753052},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.7545958161354065},{"id":"https://openalex.org/keywords/process-modeling","display_name":"Process modeling","score":0.6545062065124512},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.6460745334625244},{"id":"https://openalex.org/keywords/business-process-discovery","display_name":"Business process discovery","score":0.6050695776939392},{"id":"https://openalex.org/keywords/event","display_name":"Event (particle physics)","score":0.5668689608573914},{"id":"https://openalex.org/keywords/business-process","display_name":"Business process","score":0.5304403305053711},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5193737149238586},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.48820286989212036},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4665246903896332},{"id":"https://openalex.org/keywords/generative-model","display_name":"Generative model","score":0.431391179561615},{"id":"https://openalex.org/keywords/work-in-process","display_name":"Work in process","score":0.3871125280857086},{"id":"https://openalex.org/keywords/business-process-modeling","display_name":"Business process modeling","score":0.34496086835861206},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.3173859715461731},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.07223328948020935}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.845615804195404},{"id":"https://openalex.org/C124670913","wikidata":"https://www.wikidata.org/wiki/Q2608526","display_name":"Process mining","level":5,"score":0.7628823518753052},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.7545958161354065},{"id":"https://openalex.org/C76956256","wikidata":"https://www.wikidata.org/wiki/Q27610560","display_name":"Process modeling","level":3,"score":0.6545062065124512},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.6460745334625244},{"id":"https://openalex.org/C93453677","wikidata":"https://www.wikidata.org/wiki/Q1017580","display_name":"Business process discovery","level":5,"score":0.6050695776939392},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.5668689608573914},{"id":"https://openalex.org/C85345410","wikidata":"https://www.wikidata.org/wiki/Q851587","display_name":"Business process","level":3,"score":0.5304403305053711},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5193737149238586},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.48820286989212036},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4665246903896332},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.431391179561615},{"id":"https://openalex.org/C174998907","wikidata":"https://www.wikidata.org/wiki/Q357662","display_name":"Work in process","level":2,"score":0.3871125280857086},{"id":"https://openalex.org/C207505557","wikidata":"https://www.wikidata.org/wiki/Q4374012","display_name":"Business process modeling","level":4,"score":0.34496086835861206},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.3173859715461731},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.07223328948020935},{"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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/978-3-031-07472-1_4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-07472-1_4","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-07472-1_4.pdf","source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmh:oai:arXiv.org:2103.11944","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2103.11944","pdf_url":"https://arxiv.org/pdf/2103.11944","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"doi:10.1007/978-3-031-07472-1_4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-07472-1_4","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-07472-1_4.pdf","source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/12","display_name":"Responsible consumption and production","score":0.46000000834465027}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3151527472.pdf","grobid_xml":"https://content.openalex.org/works/W3151527472.grobid-xml"},"referenced_works_count":31,"referenced_works":["https://openalex.org/W89556145","https://openalex.org/W1913639845","https://openalex.org/W1991927904","https://openalex.org/W2008161988","https://openalex.org/W2102077607","https://openalex.org/W2108117917","https://openalex.org/W2145835585","https://openalex.org/W2222512263","https://openalex.org/W2581522324","https://openalex.org/W2584722588","https://openalex.org/W2747599906","https://openalex.org/W2773897169","https://openalex.org/W2790669601","https://openalex.org/W2804147849","https://openalex.org/W2919115771","https://openalex.org/W2944716568","https://openalex.org/W2969940319","https://openalex.org/W3013291592","https://openalex.org/W3013550390","https://openalex.org/W3015974343","https://openalex.org/W3016937648","https://openalex.org/W3028378014","https://openalex.org/W3044946215","https://openalex.org/W3084178660","https://openalex.org/W3089306244","https://openalex.org/W3091710143","https://openalex.org/W3128849215","https://openalex.org/W3164703131","https://openalex.org/W3178234265","https://openalex.org/W4285543424","https://openalex.org/W4289126737"],"related_works":["https://openalex.org/W2150478723","https://openalex.org/W4365511202","https://openalex.org/W4300560926","https://openalex.org/W2158991459","https://openalex.org/W2345053703","https://openalex.org/W4248246100","https://openalex.org/W2142618121","https://openalex.org/W2156732239","https://openalex.org/W3194914602","https://openalex.org/W1611051793"],"abstract_inverted_index":{"Abstract":[0],"Business":[1],"process":[2,16,30,51,56,133,142],"simulation":[3,44,57,134,169],"is":[4,111,144],"a":[5,15,25,128,140,153],"well-known":[6],"approach":[7,130],"to":[8,14,19,54,82,101,121,131,156],"estimate":[9],"the":[10,39,42,72,85,166,172,182],"impact":[11],"of":[12,34,41,75,88,108,175,186],"changes":[13],"with":[17,152],"respect":[18],"time":[20],"and":[21,77,149],"cost":[22],"measures":[23],"\u2013":[24],"practice":[26],"known":[27],"as":[28],"what-if":[29,118,183],"analysis.":[31],"The":[32,106],"usefulness":[33],"such":[35,103],"estimations":[36],"hinges":[37],"on":[38],"accuracy":[40,174],"underlying":[43],"model.":[45],"Data-Driven":[46],"Simulation":[47],"(DDS)":[48],"methods":[49],"leverage":[50],"mining":[52],"techniques":[53],"learn":[55,132],"models":[58,69,97,110,135,170],"from":[59,136],"event":[60,137,159],"logs.":[61],"Empirical":[62],"studies":[63],"have":[64],"shown":[65],"that,":[66],"while":[67,179],"DDS":[68,147,187],"adequately":[70],"capture":[71,84,102],"observed":[73],"sequences":[74],"activities":[76],"their":[78,122],"frequencies,":[79],"they":[80],"fail":[81],"accurately":[83],"temporal":[86,104,173],"dynamics":[87],"real-life":[89],"processes.":[90],"In":[91],"contrast,":[92],"generative":[93],"Deep":[94],"Learning":[95],"(DL)":[96],"are":[98],"better":[99],"able":[100],"dynamics.":[105],"drawback":[107],"DL":[109,154,177],"that":[112,165],"users":[113],"cannot":[114],"alter":[115],"them":[116],"for":[117],"analysis":[119,184],"due":[120],"black-box":[123],"nature.":[124],"This":[125],"paper":[126],"presents":[127],"hybrid":[129,168],"logs":[138],"wherein":[139],"(stochastic)":[141],"model":[143,155],"extracted":[145],"via":[146],"techniques,":[148],"then":[150],"combined":[151],"generate":[157],"timestamped":[158],"sequences.":[160],"An":[161],"experimental":[162],"evaluation":[163],"shows":[164],"resulting":[167],"match":[171],"pure":[176],"models,":[178],"partially":[180],"retaining":[181],"capability":[185],"approaches.":[188]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":2}],"updated_date":"2026-06-17T08:01:34.144755","created_date":"2025-10-10T00:00:00"}
