{"id":"https://openalex.org/W4409883235","doi":"https://doi.org/10.1109/tsc.2025.3562338","title":"Business Process Remaining Time Prediction Based on Incremental Event Logs","display_name":"Business Process Remaining Time Prediction Based on Incremental Event Logs","publication_year":2025,"publication_date":"2025-04-28","ids":{"openalex":"https://openalex.org/W4409883235","doi":"https://doi.org/10.1109/tsc.2025.3562338"},"language":"en","primary_location":{"id":"doi:10.1109/tsc.2025.3562338","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsc.2025.3562338","pdf_url":null,"source":{"id":"https://openalex.org/S204223317","display_name":"IEEE Transactions on Services Computing","issn_l":"1939-1374","issn":["1939-1374","2372-0204"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Services Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://dspace.library.uu.nl/handle/1874/476807","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101542717","display_name":"Na Guo","orcid":"https://orcid.org/0000-0001-9462-6589"},"institutions":[{"id":"https://openalex.org/I119203015","display_name":"Shandong University of Technology","ror":"https://ror.org/02mr3ar13","country_code":"CN","type":"education","lineage":["https://openalex.org/I119203015"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Na Guo","raw_affiliation_strings":["School of Electrical and Electronic Engineering, Shandong University of Technology, Zibo, China"],"raw_orcid":"https://orcid.org/0000-0001-9462-6589","affiliations":[{"raw_affiliation_string":"School of Electrical and Electronic Engineering, Shandong University of Technology, Zibo, China","institution_ids":["https://openalex.org/I119203015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101409897","display_name":"Cong Liu","orcid":"https://orcid.org/0000-0002-2665-7153"},"institutions":[{"id":"https://openalex.org/I141596103","display_name":"University of Lisbon","ror":"https://ror.org/01c27hj86","country_code":"PT","type":"education","lineage":["https://openalex.org/I141596103"]},{"id":"https://openalex.org/I83558840","display_name":"Universidade Nova de Lisboa","ror":"https://ror.org/02xankh89","country_code":"PT","type":"education","lineage":["https://openalex.org/I83558840"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Cong Liu","raw_affiliation_strings":["NOVA Information Management School, Nova University of Lisbon, Lisbon, Portugal"],"raw_orcid":"https://orcid.org/0000-0002-2665-7153","affiliations":[{"raw_affiliation_string":"NOVA Information Management School, Nova University of Lisbon, Lisbon, Portugal","institution_ids":["https://openalex.org/I83558840","https://openalex.org/I141596103"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005118232","display_name":"Qi Mo","orcid":"https://orcid.org/0000-0002-3438-5303"},"institutions":[{"id":"https://openalex.org/I189210763","display_name":"Yunnan University","ror":"https://ror.org/0040axw97","country_code":"CN","type":"education","lineage":["https://openalex.org/I189210763"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qi Mo","raw_affiliation_strings":["School of Software, Yunnan University, Kunming, China"],"raw_orcid":"https://orcid.org/0000-0002-3438-5303","affiliations":[{"raw_affiliation_string":"School of Software, Yunnan University, Kunming, China","institution_ids":["https://openalex.org/I189210763"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020296517","display_name":"Jian Cao","orcid":"https://orcid.org/0000-0002-7313-5892"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jian Cao","raw_affiliation_strings":["Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075868200","display_name":"Chun Ouyang","orcid":"https://orcid.org/0000-0001-7098-5480"},"institutions":[{"id":"https://openalex.org/I160993911","display_name":"Queensland University of Technology","ror":"https://ror.org/03pnv4752","country_code":"AU","type":"education","lineage":["https://openalex.org/I160993911"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Chun Ouyang","raw_affiliation_strings":["School of Information Systems, Queensland University of Technology, Brisbane, QLD, Australia"],"raw_orcid":"https://orcid.org/0000-0001-7098-5480","affiliations":[{"raw_affiliation_string":"School of Information Systems, Queensland University of Technology, Brisbane, QLD, Australia","institution_ids":["https://openalex.org/I160993911"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059099510","display_name":"Xixi Lu","orcid":"https://orcid.org/0000-0002-9844-3330"},"institutions":[{"id":"https://openalex.org/I193662353","display_name":"Utrecht University","ror":"https://ror.org/04pp8hn57","country_code":"NL","type":"education","lineage":["https://openalex.org/I193662353"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Xixi Lu","raw_affiliation_strings":["Department of Information and Computing Sciences, Utrecht University, Utrecht, CS, The Netherlands"],"raw_orcid":"https://orcid.org/0000-0002-9844-3330","affiliations":[{"raw_affiliation_string":"Department of Information and Computing Sciences, Utrecht University, Utrecht, CS, The Netherlands","institution_ids":["https://openalex.org/I193662353"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003178957","display_name":"Qingtian Zeng","orcid":"https://orcid.org/0000-0002-6421-8223"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qingtian Zeng","raw_affiliation_strings":["College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao, China"],"raw_orcid":"https://orcid.org/0000-0002-6421-8223","affiliations":[{"raw_affiliation_string":"College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao, China","institution_ids":["https://openalex.org/I80143920"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":5.6232,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.95409364,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"18","issue":"3","first_page":"1308","last_page":"1320"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10703","display_name":"Business Process Modeling and Analysis","score":0.983299970626831,"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":0.983299970626831,"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/T11891","display_name":"Big Data and Business Intelligence","score":0.9379000067710876,"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":0.90829998254776,"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":0.7760651111602783},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.6006436347961426},{"id":"https://openalex.org/keywords/business-process","display_name":"Business process","score":0.5531392097473145},{"id":"https://openalex.org/keywords/event","display_name":"Event (particle physics)","score":0.5498162508010864},{"id":"https://openalex.org/keywords/process-mining","display_name":"Process mining","score":0.4780636131763458},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4729321300983429},{"id":"https://openalex.org/keywords/business-process-modeling","display_name":"Business process modeling","score":0.4188652038574219},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.32726526260375977},{"id":"https://openalex.org/keywords/work-in-process","display_name":"Work in process","score":0.23465490341186523},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.09298762679100037}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7760651111602783},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.6006436347961426},{"id":"https://openalex.org/C85345410","wikidata":"https://www.wikidata.org/wiki/Q851587","display_name":"Business process","level":3,"score":0.5531392097473145},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.5498162508010864},{"id":"https://openalex.org/C124670913","wikidata":"https://www.wikidata.org/wiki/Q2608526","display_name":"Process mining","level":5,"score":0.4780636131763458},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4729321300983429},{"id":"https://openalex.org/C207505557","wikidata":"https://www.wikidata.org/wiki/Q4374012","display_name":"Business process modeling","level":4,"score":0.4188652038574219},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32726526260375977},{"id":"https://openalex.org/C174998907","wikidata":"https://www.wikidata.org/wiki/Q357662","display_name":"Work in process","level":2,"score":0.23465490341186523},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.09298762679100037},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","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},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/tsc.2025.3562338","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsc.2025.3562338","pdf_url":null,"source":{"id":"https://openalex.org/S204223317","display_name":"IEEE Transactions on Services Computing","issn_l":"1939-1374","issn":["1939-1374","2372-0204"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Services Computing","raw_type":"journal-article"},{"id":"pmh:oai:run.unl.pt:10362/191499","is_oa":false,"landing_page_url":"http://hdl.handle.net/10362/191499","pdf_url":null,"source":{"id":"https://openalex.org/S4306400678","display_name":"Universidade Nova de Lisboa's Repository (Universidade Nova de Lisboa)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I83558840","host_organization_name":"Universidade Nova de Lisboa","host_organization_lineage":["https://openalex.org/I83558840"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:dspace.library.uu.nl:1874/476807","is_oa":true,"landing_page_url":"https://dspace.library.uu.nl/handle/1874/476807","pdf_url":null,"source":{"id":"https://openalex.org/S4306401649","display_name":"Utrecht University Repository (Utrecht University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I193662353","host_organization_name":"Utrecht University","host_organization_lineage":["https://openalex.org/I193662353"],"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":null,"raw_type":"Article"}],"best_oa_location":{"id":"pmh:oai:dspace.library.uu.nl:1874/476807","is_oa":true,"landing_page_url":"https://dspace.library.uu.nl/handle/1874/476807","pdf_url":null,"source":{"id":"https://openalex.org/S4306401649","display_name":"Utrecht University Repository (Utrecht University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I193662353","host_organization_name":"Utrecht University","host_organization_lineage":["https://openalex.org/I193662353"],"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":null,"raw_type":"Article"},"sustainable_development_goals":[{"display_name":"Climate action","score":0.44999998807907104,"id":"https://metadata.un.org/sdg/13"}],"awards":[{"id":"https://openalex.org/G1353706471","display_name":null,"funder_award_id":"62472264","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4353863251","display_name":null,"funder_award_id":"52374221","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W164900744","https://openalex.org/W184106230","https://openalex.org/W2100115309","https://openalex.org/W2255466643","https://openalex.org/W2294509818","https://openalex.org/W2530196882","https://openalex.org/W2581522324","https://openalex.org/W2584722588","https://openalex.org/W2756184294","https://openalex.org/W2767387808","https://openalex.org/W2885195348","https://openalex.org/W2963674330","https://openalex.org/W2964066696","https://openalex.org/W2964300152","https://openalex.org/W2969940319","https://openalex.org/W3005496787","https://openalex.org/W3015791395","https://openalex.org/W3025961343","https://openalex.org/W3036646401","https://openalex.org/W3115973444","https://openalex.org/W3122183613","https://openalex.org/W3198564768","https://openalex.org/W3198892831","https://openalex.org/W3210752238","https://openalex.org/W4221115074","https://openalex.org/W4249375744","https://openalex.org/W4312362556","https://openalex.org/W4320005474","https://openalex.org/W4376125404","https://openalex.org/W4378221148","https://openalex.org/W4390872958","https://openalex.org/W4398220997","https://openalex.org/W4399273074","https://openalex.org/W4402475624","https://openalex.org/W6679713772","https://openalex.org/W6739901393","https://openalex.org/W6745609711","https://openalex.org/W6792727765","https://openalex.org/W6873801504"],"related_works":["https://openalex.org/W2150478723","https://openalex.org/W4365511202","https://openalex.org/W4300560926","https://openalex.org/W2345053703","https://openalex.org/W2979752478","https://openalex.org/W2050159024","https://openalex.org/W2156732239","https://openalex.org/W2408600672","https://openalex.org/W3194914602","https://openalex.org/W2142618121"],"abstract_inverted_index":{"Predictive":[0],"Process":[1],"Monitoring":[2],"(PPM)":[3],"aims":[4],"to":[5,14,18,61,111,155,163],"predict":[6],"the":[7,25,66,94,124,129,158,177,197],"future":[8],"state":[9],"of":[10,24,215],"running":[11],"process":[12,31,67,86,132],"instances":[13],"enable":[15],"timely":[16],"interventions":[17],"mitigate":[19],"potential":[20],"risks.":[21],"As":[22],"one":[23],"most":[26],"fundamental":[27],"tasks":[28],"in":[29,131,161,213],"PPM,":[30],"remaining":[32,87],"time":[33,88],"prediction":[34,57,89,95,125,159,216],"focuses":[35],"on":[36,54,98],"preventing":[37],"timeout":[38],"occurrences.":[39],"While":[40],"various":[41],"deep":[42],"learning-based":[43],"approaches":[44],"have":[45],"been":[46,183],"developed":[47],"for":[48],"this":[49,79,81],"purpose,":[50],"they":[51],"often":[52],"rely":[53],"pre-established":[55],"static":[56],"models":[58,171],"and":[59,145,169,174,185,200,207],"struggle":[60],"maintain":[62],"accurate":[63],"predictions":[64],"when":[65],"undergoes":[68],"dynamic":[69],"changes,":[70],"such":[71],"as":[72],"an":[73,84,99],"expanding":[74],"sales":[75],"channels.":[76],"To":[77],"tackle":[78],"challenge,":[80],"paper":[82],"proposes":[83],"incremental":[85,100,136],"framework":[90,199],"by":[91,127],"continuously":[92],"updating":[93,138],"model":[96,160],"based":[97],"event":[101,116,193],"log.":[102],"Specifically,":[103],"a":[104,150],"feature":[105],"selection":[106],"strategy":[107],"is":[108],"first":[109],"introduced":[110],"extract":[112],"effective":[113,119],"features":[114,120],"from":[115],"logs.":[117],"Leveraging":[118],"can":[121],"significantly":[122],"improve":[123],"quality":[126],"capturing":[128],"changes":[130],"information.":[133],"Then,":[134],"three":[135,202],"log-based":[137],"mechanisms,":[139],"including":[140],"period-based":[141],"updating,":[142,144,147],"quantity-based":[143],"concept-drift-based":[146],"along":[148],"with":[149],"reconstruction":[151],"strategy,":[152],"are":[153,172],"proposed":[154,178,198],"dynamically":[156],"adjust":[157],"response":[162],"business":[164],"changes.":[165],"Finally,":[166],"LSTM,":[167],"Transformer,":[168],"Auto-encoder":[170],"adapted":[173],"integrated":[175],"into":[176],"framework.":[179],"The":[180],"approach":[181],"has":[182],"implemented":[184],"publicly":[186],"released.":[187],"Experimental":[188],"evaluation":[189],"using":[190],"nine":[191],"real-life":[192],"logs":[194],"demonstrate":[195],"that":[196],"its":[201],"instantiations":[203],"(i.e.,":[204],"LSTM-based,":[205],"Transformer-based,":[206],"Auto-encoder-based":[208],"ones)":[209],"outperform":[210],"state-of-the-art":[211],"techniques":[212],"terms":[214],"accuracy.":[217]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}