{"id":"https://openalex.org/W3182976855","doi":"https://doi.org/10.1145/3472674.3473980","title":"VaryMinions: leveraging RNNs to identify variants in event logs","display_name":"VaryMinions: leveraging RNNs to identify variants in event logs","publication_year":2021,"publication_date":"2021-08-19","ids":{"openalex":"https://openalex.org/W3182976855","doi":"https://doi.org/10.1145/3472674.3473980","mag":"3182976855"},"language":"en","primary_location":{"id":"doi:10.1145/3472674.3473980","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3472674.3473980","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 5th International Workshop on Machine Learning Techniques for Software Quality Evolution","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://pure.unamur.be/ws/files/55567424/VaryMinions_MALTESQUE2021_1_.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5056230493","display_name":"Sophie Fortz","orcid":"https://orcid.org/0000-0001-9687-8587"},"institutions":[{"id":"https://openalex.org/I149768937","display_name":"University of Namur","ror":"https://ror.org/03d1maw17","country_code":"BE","type":"education","lineage":["https://openalex.org/I149768937"]}],"countries":["BE"],"is_corresponding":true,"raw_author_name":"Sophie Fortz","raw_affiliation_strings":["University of Namur, Belgium"],"affiliations":[{"raw_affiliation_string":"University of Namur, Belgium","institution_ids":["https://openalex.org/I149768937"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085993828","display_name":"Paul Temple","orcid":"https://orcid.org/0000-0002-8276-0593"},"institutions":[{"id":"https://openalex.org/I149768937","display_name":"University of Namur","ror":"https://ror.org/03d1maw17","country_code":"BE","type":"education","lineage":["https://openalex.org/I149768937"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Paul Temple","raw_affiliation_strings":["University of Namur, Belgium","Diversity-centric Software Engineering"],"affiliations":[{"raw_affiliation_string":"University of Namur, Belgium","institution_ids":["https://openalex.org/I149768937"]},{"raw_affiliation_string":"Diversity-centric Software Engineering","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083555577","display_name":"Xavier Devroey","orcid":"https://orcid.org/0000-0002-0831-7606"},"institutions":[{"id":"https://openalex.org/I98358874","display_name":"Delft University of Technology","ror":"https://ror.org/02e2c7k09","country_code":"NL","type":"education","lineage":["https://openalex.org/I98358874"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Xavier Devroey","raw_affiliation_strings":["Delft University of Technology, Netherlands"],"affiliations":[{"raw_affiliation_string":"Delft University of Technology, Netherlands","institution_ids":["https://openalex.org/I98358874"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112713583","display_name":"Patrick Heymans","orcid":null},"institutions":[{"id":"https://openalex.org/I149768937","display_name":"University of Namur","ror":"https://ror.org/03d1maw17","country_code":"BE","type":"education","lineage":["https://openalex.org/I149768937"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Patrick Heymans","raw_affiliation_strings":["University of Namur, Belgium"],"affiliations":[{"raw_affiliation_string":"University of Namur, Belgium","institution_ids":["https://openalex.org/I149768937"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055104897","display_name":"Gilles Perrouin","orcid":"https://orcid.org/0000-0002-8431-0377"},"institutions":[{"id":"https://openalex.org/I149768937","display_name":"University of Namur","ror":"https://ror.org/03d1maw17","country_code":"BE","type":"education","lineage":["https://openalex.org/I149768937"]},{"id":"https://openalex.org/I17653759","display_name":"Fund for Scientific Research","ror":"https://ror.org/03q83t159","country_code":"BE","type":"nonprofit","lineage":["https://openalex.org/I17653759"]},{"id":"https://openalex.org/I4210130966","display_name":"National Research Fund Luxembourg","ror":"https://ror.org/039z13y21","country_code":"LU","type":"nonprofit","lineage":["https://openalex.org/I4210130966"]}],"countries":["BE","LU"],"is_corresponding":false,"raw_author_name":"Gilles Perrouin","raw_affiliation_strings":["University of Namur, Belgium","Fonds de la Recherche Scientifique [FNRS]"],"affiliations":[{"raw_affiliation_string":"University of Namur, Belgium","institution_ids":["https://openalex.org/I149768937"]},{"raw_affiliation_string":"Fonds de la Recherche Scientifique [FNRS]","institution_ids":["https://openalex.org/I4210130966","https://openalex.org/I17653759"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5056230493"],"corresponding_institution_ids":["https://openalex.org/I149768937"],"apc_list":null,"apc_paid":null,"fwci":1.2802,"has_fulltext":true,"cited_by_count":9,"citation_normalized_percentile":{"value":0.81102514,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"13","last_page":"18"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":0.9983000159263611,"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"}},"topics":[{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":0.9983000159263611,"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"}},{"id":"https://openalex.org/T10703","display_name":"Business Process Modeling and Analysis","score":0.9898999929428101,"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/T10679","display_name":"Service-Oriented Architecture and Web Services","score":0.9850999712944031,"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":0.7107910513877869},{"id":"https://openalex.org/keywords/event","display_name":"Event (particle physics)","score":0.5409877896308899},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3616945147514343},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3527446389198303}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7107910513877869},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.5409877896308899},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3616945147514343},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3527446389198303},{"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}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3472674.3473980","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3472674.3473980","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 5th International Workshop on Machine Learning Techniques for Software Quality Evolution","raw_type":"proceedings-article"},{"id":"pmh:oai:pure.unamur.be:publications/d2626b47-ae36-477e-816a-bcc3e05a8edd","is_oa":true,"landing_page_url":"https://researchportal.unamur.be/en/publications/d2626b47-ae36-477e-816a-bcc3e05a8edd","pdf_url":"https://pure.unamur.be/ws/files/55567424/VaryMinions_MALTESQUE2021_1_.pdf","source":{"id":"https://openalex.org/S4406922457","display_name":"Repository of the University of Namur","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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Fortz, S, Temple, P, DEVROEY, X, HEYMANS, P & PERROUIN, GILLES 2021, VaryMinions : Leveraging RNNs to Identify Variants in Event Logs. in 5th International Workshop on Machine Learning Techniques for Software Quality Evolution. ACM Press. https://doi.org/10.1145/3472674.3473980","raw_type":"contributionToPeriodical"},{"id":"pmh:oai:HAL:hal-03840073v1","is_oa":false,"landing_page_url":"https://hal.science/hal-03840073","pdf_url":null,"source":{"id":"https://openalex.org/S4406922461","display_name":"SPIRE - Sciences Po Institutional REpository","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":"International Workshop on Machine Learning Techniques for Software Quality Evolution (MaLTeSQuE), Aug 2021, Ath\u00e8nes, Greece. pp.13-18, &#x27E8;10.1145/3472674.3473980&#x27E9;","raw_type":"Conference papers"}],"best_oa_location":{"id":"pmh:oai:pure.unamur.be:publications/d2626b47-ae36-477e-816a-bcc3e05a8edd","is_oa":true,"landing_page_url":"https://researchportal.unamur.be/en/publications/d2626b47-ae36-477e-816a-bcc3e05a8edd","pdf_url":"https://pure.unamur.be/ws/files/55567424/VaryMinions_MALTESQUE2021_1_.pdf","source":{"id":"https://openalex.org/S4406922457","display_name":"Repository of the University of Namur","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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Fortz, S, Temple, P, DEVROEY, X, HEYMANS, P & PERROUIN, GILLES 2021, VaryMinions : Leveraging RNNs to Identify Variants in Event Logs. in 5th International Workshop on Machine Learning Techniques for Software Quality Evolution. ACM Press. https://doi.org/10.1145/3472674.3473980","raw_type":"contributionToPeriodical"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1329855610","display_name":null,"funder_award_id":"project","funder_id":"https://openalex.org/F4320321390","funder_display_name":"Fonds De La Recherche Scientifique - FNRS"},{"id":"https://openalex.org/G1547948292","display_name":null,"funder_award_id":"40003994","funder_id":"https://openalex.org/F4320321390","funder_display_name":"Fonds De La Recherche Scientifique - FNRS"},{"id":"https://openalex.org/G5365867299","display_name":null,"funder_award_id":"Grant","funder_id":"https://openalex.org/F4320321800","funder_display_name":"Nederlandse Organisatie voor Wetenschappelijk Onderzoek"},{"id":"https://openalex.org/G6935061716","display_name":null,"funder_award_id":"VI.C.182.032","funder_id":"https://openalex.org/F4320321800","funder_display_name":"Nederlandse Organisatie voor Wetenschappelijk Onderzoek"}],"funders":[{"id":"https://openalex.org/F4320321390","display_name":"Fonds De La Recherche Scientifique - FNRS","ror":"https://ror.org/03q83t159"},{"id":"https://openalex.org/F4320321800","display_name":"Nederlandse Organisatie voor Wetenschappelijk Onderzoek","ror":"https://ror.org/04jsz6e67"},{"id":"https://openalex.org/F4320334840","display_name":"Fonds pour la Formation \u00e0 la Recherche dans l\u2019Industrie et dans l\u2019Agriculture","ror":"https://ror.org/03q83t159"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3182976855.pdf","grobid_xml":"https://content.openalex.org/works/W3182976855.grobid-xml"},"referenced_works_count":43,"referenced_works":["https://openalex.org/W1823963725","https://openalex.org/W2059001796","https://openalex.org/W2064675550","https://openalex.org/W2069143585","https://openalex.org/W2099753123","https://openalex.org/W2110275186","https://openalex.org/W2131774270","https://openalex.org/W2157327038","https://openalex.org/W2157331557","https://openalex.org/W2191659377","https://openalex.org/W2260982417","https://openalex.org/W2293813842","https://openalex.org/W2581522324","https://openalex.org/W2584722588","https://openalex.org/W2590123570","https://openalex.org/W2595077599","https://openalex.org/W2745750801","https://openalex.org/W2753774212","https://openalex.org/W2759474451","https://openalex.org/W2793051425","https://openalex.org/W2884561390","https://openalex.org/W2886629814","https://openalex.org/W2892354434","https://openalex.org/W2908424020","https://openalex.org/W2918030543","https://openalex.org/W2940451250","https://openalex.org/W2941618234","https://openalex.org/W2965671304","https://openalex.org/W2968120690","https://openalex.org/W2968593283","https://openalex.org/W2968927486","https://openalex.org/W2992291905","https://openalex.org/W3015267744","https://openalex.org/W3037021849","https://openalex.org/W3089490687","https://openalex.org/W3092905401","https://openalex.org/W3093575449","https://openalex.org/W3094071262","https://openalex.org/W3145954786","https://openalex.org/W4232830098","https://openalex.org/W4285719527","https://openalex.org/W4393514969","https://openalex.org/W6893775661"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W3204019825"],"abstract_inverted_index":{"Business":[0],"processes":[1],"have":[2],"to":[3,10,44,62,69,71],"manage":[4],"variability":[5,20,110],"in":[6,16,23],"their":[7],"execution,":[8],"e.g.,":[9],"deliver":[11],"the":[12,33,118],"correct":[13],"building":[14],"permit":[15,37,59],"different":[17],"municipalities.":[18],"This":[19,78],"is":[21,67],"visible":[22],"event":[24],"logs,":[25],"where":[26],"sequences":[27],"of":[28,120],"events":[29],"are":[30],"shared":[31],"by":[32,83],"core":[34],"process":[35,55],"(building":[36],"authorisation)":[38],"but":[39],"may":[40],"also":[41],"be":[42,112],"specific":[43],"each":[45],"municipality.":[46],"To":[47],"rationalise":[48],"resources":[49],"(e.g.,":[50],"derive":[51],"a":[52,74,99,103],"configurable":[53,100],"business":[54],"capturing":[56],"all":[57],"municipalities\u2019":[58],"variants)":[60],"or":[61],"debug":[63],"anomalous":[64],"behaviour,":[65],"it":[66],"mandatory":[68],"identify":[70],"which":[72],"variant":[73],"given":[75],"trace":[76],"belongs.":[77],"paper":[79],"supports":[80],"this":[81],"task":[82],"training":[84],"Long":[85],"Short":[86],"Term":[87],"Memory":[88],"(LSTMs)":[89],"and":[90,102,116],"Gated":[91],"Recurrent":[92],"Units":[93],"(GRUs)":[94],"algorithms":[95],"on":[96],"two":[97],"datasets:":[98],"municipality":[101],"travel":[104],"expenses":[105],"workflow.":[106],"We":[107],"demonstrate":[108],"that":[109],"can":[111],"identified":[113],"accurately":[114],"(>87%)":[115],"discuss":[117],"challenges":[119],"learning":[121],"highly":[122],"entangled":[123],"variants.":[124]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
