{"id":"https://openalex.org/W4205150243","doi":"https://doi.org/10.1109/bigdata52589.2021.9671985","title":"Visualization for enabling human-in-the-loop in trace clustering-based process mining tasks","display_name":"Visualization for enabling human-in-the-loop in trace clustering-based process mining tasks","publication_year":2021,"publication_date":"2021-12-15","ids":{"openalex":"https://openalex.org/W4205150243","doi":"https://doi.org/10.1109/bigdata52589.2021.9671985"},"language":"en","primary_location":{"id":"doi:10.1109/bigdata52589.2021.9671985","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata52589.2021.9671985","pdf_url":null,"source":{"id":"https://openalex.org/S4363607718","display_name":"2021 IEEE International Conference on Big Data (Big Data)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Conference on Big Data (Big Data)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5085106263","display_name":"Tha\u00eds Rodrigues Neubauer","orcid":"https://orcid.org/0000-0003-4806-0830"},"institutions":[{"id":"https://openalex.org/I17974374","display_name":"Universidade de S\u00e3o Paulo","ror":"https://ror.org/036rp1748","country_code":"BR","type":"education","lineage":["https://openalex.org/I17974374"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Thais Rodrigues Neubauer","raw_affiliation_strings":["School of Arts, Science and Humanities, University of Sao Paulo, S\u00e3o Paulo, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Arts, Science and Humanities, University of Sao Paulo, S\u00e3o Paulo, Brazil","institution_ids":["https://openalex.org/I17974374"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020603570","display_name":"Glaucia Pamponet Sobrinho","orcid":null},"institutions":[{"id":"https://openalex.org/I17974374","display_name":"Universidade de S\u00e3o Paulo","ror":"https://ror.org/036rp1748","country_code":"BR","type":"education","lineage":["https://openalex.org/I17974374"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Glaucia Pamponet Sobrinho","raw_affiliation_strings":["School of Arts, Science and Humanities, University of Sao Paulo, S\u00e3o Paulo, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Arts, Science and Humanities, University of Sao Paulo, S\u00e3o Paulo, Brazil","institution_ids":["https://openalex.org/I17974374"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026913424","display_name":"Marcelo Fantinato","orcid":"https://orcid.org/0000-0001-6261-1497"},"institutions":[{"id":"https://openalex.org/I17974374","display_name":"Universidade de S\u00e3o Paulo","ror":"https://ror.org/036rp1748","country_code":"BR","type":"education","lineage":["https://openalex.org/I17974374"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Marcelo Fantinato","raw_affiliation_strings":["School of Arts, Science and Humanities, University of Sao Paulo, S\u00e3o Paulo, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Arts, Science and Humanities, University of Sao Paulo, S\u00e3o Paulo, Brazil","institution_ids":["https://openalex.org/I17974374"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056299555","display_name":"Sarajane Marques Peres","orcid":"https://orcid.org/0000-0003-3551-6480"},"institutions":[{"id":"https://openalex.org/I17974374","display_name":"Universidade de S\u00e3o Paulo","ror":"https://ror.org/036rp1748","country_code":"BR","type":"education","lineage":["https://openalex.org/I17974374"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Sarajane Marques Peres","raw_affiliation_strings":["School of Arts, Science and Humanities, University of Sao Paulo, S\u00e3o Paulo, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Arts, Science and Humanities, University of Sao Paulo, S\u00e3o Paulo, Brazil","institution_ids":["https://openalex.org/I17974374"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I17974374"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"3548","last_page":"3556"},"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":0.992900013923645,"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/T11891","display_name":"Big Data and Business Intelligence","score":0.9871000051498413,"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/process-mining","display_name":"Process mining","score":0.8138937950134277},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7926185131072998},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.7648226618766785},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.6616974472999573},{"id":"https://openalex.org/keywords/trace","display_name":"TRACE (psycholinguistics)","score":0.6566369533538818},{"id":"https://openalex.org/keywords/business-process","display_name":"Business process","score":0.5875220894813538},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5677271485328674},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5638740658760071},{"id":"https://openalex.org/keywords/business-process-discovery","display_name":"Business process discovery","score":0.5605072975158691},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5320134162902832},{"id":"https://openalex.org/keywords/business-process-management","display_name":"Business process management","score":0.522121787071228},{"id":"https://openalex.org/keywords/event","display_name":"Event (particle physics)","score":0.4966145157814026},{"id":"https://openalex.org/keywords/domain-knowledge","display_name":"Domain knowledge","score":0.4910602569580078},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.44931453466415405},{"id":"https://openalex.org/keywords/knowledge-extraction","display_name":"Knowledge extraction","score":0.4212590754032135},{"id":"https://openalex.org/keywords/business-process-modeling","display_name":"Business process modeling","score":0.3702792227268219},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.27752670645713806},{"id":"https://openalex.org/keywords/work-in-process","display_name":"Work in process","score":0.27482232451438904},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10020625591278076}],"concepts":[{"id":"https://openalex.org/C124670913","wikidata":"https://www.wikidata.org/wiki/Q2608526","display_name":"Process mining","level":5,"score":0.8138937950134277},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7926185131072998},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7648226618766785},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.6616974472999573},{"id":"https://openalex.org/C75291252","wikidata":"https://www.wikidata.org/wiki/Q1315756","display_name":"TRACE (psycholinguistics)","level":2,"score":0.6566369533538818},{"id":"https://openalex.org/C85345410","wikidata":"https://www.wikidata.org/wiki/Q851587","display_name":"Business process","level":3,"score":0.5875220894813538},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5677271485328674},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5638740658760071},{"id":"https://openalex.org/C93453677","wikidata":"https://www.wikidata.org/wiki/Q1017580","display_name":"Business process discovery","level":5,"score":0.5605072975158691},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5320134162902832},{"id":"https://openalex.org/C80309976","wikidata":"https://www.wikidata.org/wiki/Q7007379","display_name":"Business process management","level":4,"score":0.522121787071228},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.4966145157814026},{"id":"https://openalex.org/C207685749","wikidata":"https://www.wikidata.org/wiki/Q2088941","display_name":"Domain knowledge","level":2,"score":0.4910602569580078},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.44931453466415405},{"id":"https://openalex.org/C120567893","wikidata":"https://www.wikidata.org/wiki/Q1582085","display_name":"Knowledge extraction","level":2,"score":0.4212590754032135},{"id":"https://openalex.org/C207505557","wikidata":"https://www.wikidata.org/wiki/Q4374012","display_name":"Business process modeling","level":4,"score":0.3702792227268219},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.27752670645713806},{"id":"https://openalex.org/C174998907","wikidata":"https://www.wikidata.org/wiki/Q357662","display_name":"Work in process","level":2,"score":0.27482232451438904},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10020625591278076},{"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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bigdata52589.2021.9671985","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata52589.2021.9671985","pdf_url":null,"source":{"id":"https://openalex.org/S4363607718","display_name":"2021 IEEE International Conference on Big Data (Big Data)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Conference on Big Data (Big Data)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6700000166893005,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W172169932","https://openalex.org/W281005445","https://openalex.org/W342312383","https://openalex.org/W949909655","https://openalex.org/W1587329505","https://openalex.org/W1592254591","https://openalex.org/W1598798710","https://openalex.org/W1843425376","https://openalex.org/W1992412373","https://openalex.org/W2059001796","https://openalex.org/W2091617507","https://openalex.org/W2094132988","https://openalex.org/W2103226467","https://openalex.org/W2127073048","https://openalex.org/W2129066856","https://openalex.org/W2140190241","https://openalex.org/W2154259279","https://openalex.org/W2158891129","https://openalex.org/W2171275211","https://openalex.org/W2403436963","https://openalex.org/W2582485373","https://openalex.org/W2652126113","https://openalex.org/W2737678507","https://openalex.org/W2804147849","https://openalex.org/W2884820433","https://openalex.org/W2892974355","https://openalex.org/W2912697332","https://openalex.org/W2998567203","https://openalex.org/W3092446727","https://openalex.org/W3121688352","https://openalex.org/W3125204988","https://openalex.org/W3133578123","https://openalex.org/W3157410405","https://openalex.org/W3207409396","https://openalex.org/W4200273874","https://openalex.org/W4200403235","https://openalex.org/W4212848460","https://openalex.org/W4230145224","https://openalex.org/W4243932450","https://openalex.org/W6739326163","https://openalex.org/W6741464371","https://openalex.org/W6802586297"],"related_works":["https://openalex.org/W2150478723","https://openalex.org/W2996377510","https://openalex.org/W4365511202","https://openalex.org/W4300560926","https://openalex.org/W2473542839","https://openalex.org/W3184122949","https://openalex.org/W2050159024","https://openalex.org/W2408600672","https://openalex.org/W2119415289","https://openalex.org/W1611051793"],"abstract_inverted_index":{"Process":[0],"mining":[1,32,125],"encompasses":[2],"a":[3,96,141,144,157],"series":[4],"of":[5,172],"tasks":[6],"aimed":[7],"at":[8],"discovering":[9],"knowledge":[10,53],"about":[11],"business":[12,25,135,158],"processes":[13],"from":[14,34,92,116,133,156],"event":[15,183],"logs":[16],"underlying":[17],"information":[18],"systems":[19],"deployed":[20],"in":[21,49,56,74,121],"organizations.":[22],"Considering":[23],"real-world":[24,182],"processes,":[26,51,55],"high-complexity":[27,84],"issues":[28],"often":[29],"prevent":[30],"process":[31,88,124,136,159],"techniques":[33],"producing":[35],"satisfactory":[36],"results.":[37],"Business":[38],"processes\u2019":[39],"complexity":[40],"arises":[41],"from:":[42],"(i)":[43],"high":[44],"behavioral":[45],"variability":[46],"as":[47,67],"presented":[48],"unstructured":[50],"e.g.":[52],"intensive":[54],"which":[57],"decisions":[58],"commonly":[59],"dependent":[60],"on":[61,181],"human":[62],"actions;":[63],"(ii)":[64],"data":[65,72],"volume,":[66],"it":[68],"can":[69,81],"reach":[70],"big":[71],"levels":[73],"organizations":[75],"with":[76],"high-volume":[77],"operations.":[78],"Trace":[79],"clustering":[80,94,106,146],"support":[82],"mitigating":[83],"related":[85],"issues.":[86],"The":[87],"instance":[89],"profiles":[90],"resulting":[91],"trace":[93,122,145],"divide":[95],"complex":[97],"problem":[98],"into":[99],"smaller":[100],"and":[101,111,170],"simpler":[102],"ones.":[103],"However,":[104],"interpreting":[105],"results":[107,131,147],"frequently":[108],"requires":[109],"decision-making":[110],"reasoning":[112],"that":[113],"might":[114],"benefit":[115],"domain":[117,127],"experts\u2019":[118],"knowledge.":[119],"Especially,":[120],"clustering-based":[123],"tasks,":[126],"experts":[128],"involvement":[129],"enable":[130],"evaluation":[132,155],"the":[134,168,173],"perspective.":[137],"In":[138,164],"this":[139],"paper,":[140],"proposal":[142],"for":[143],"visualization":[148,152],"is":[149],"presented.":[150],"This":[151],"strategy":[153],"supports":[154],"perspective,":[160],"enabling":[161],"human-in-the-loop":[162],"strategies.":[163],"order":[165],"to":[166],"illustrate":[167],"usefulness":[169],"appropriateness":[171],"visualization,":[174],"we":[175],"present":[176],"three":[177],"use":[178],"cases":[179],"modeled":[180],"logs.":[184]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}