{"id":"https://openalex.org/W4408985715","doi":"https://doi.org/10.1007/978-3-031-82225-4_41","title":"Using Facial Expressions to Predict Process Mining Task Performance","display_name":"Using Facial Expressions to Predict Process Mining Task Performance","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4408985715","doi":"https://doi.org/10.1007/978-3-031-82225-4_41"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-82225-4_41","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-82225-4_41","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-82225-4_41.pdf","source":{"id":"https://openalex.org/S4210177767","display_name":"Lecture notes in business information processing","issn_l":"1865-1348","issn":["1865-1348","1865-1356"],"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 Business Information Processing","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-82225-4_41.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5066796117","display_name":"Lilach Shalev","orcid":"https://orcid.org/0000-0001-7288-2186"},"institutions":[{"id":"https://openalex.org/I91203450","display_name":"University of Haifa","ror":"https://ror.org/02f009v59","country_code":"IL","type":"education","lineage":["https://openalex.org/I91203450"]}],"countries":["IL"],"is_corresponding":true,"raw_author_name":"Lital Shalev","raw_affiliation_strings":["University of Haifa, Haifa, Israel"],"affiliations":[{"raw_affiliation_string":"University of Haifa, Haifa, Israel","institution_ids":["https://openalex.org/I91203450"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084995846","display_name":"Irit Hadar","orcid":"https://orcid.org/0000-0002-4267-0235"},"institutions":[{"id":"https://openalex.org/I91203450","display_name":"University of Haifa","ror":"https://ror.org/02f009v59","country_code":"IL","type":"education","lineage":["https://openalex.org/I91203450"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Irit Hadar","raw_affiliation_strings":["University of Haifa, Haifa, Israel"],"affiliations":[{"raw_affiliation_string":"University of Haifa, Haifa, Israel","institution_ids":["https://openalex.org/I91203450"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5099633257","display_name":"Rotem Dror","orcid":"https://orcid.org/0000-0002-9433-8410"},"institutions":[{"id":"https://openalex.org/I91203450","display_name":"University of Haifa","ror":"https://ror.org/02f009v59","country_code":"IL","type":"education","lineage":["https://openalex.org/I91203450"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Rotem Dror","raw_affiliation_strings":["University of Haifa, Haifa, Israel"],"affiliations":[{"raw_affiliation_string":"University of Haifa, Haifa, Israel","institution_ids":["https://openalex.org/I91203450"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020158145","display_name":"Adir Solomon","orcid":"https://orcid.org/0000-0001-7955-1048"},"institutions":[{"id":"https://openalex.org/I91203450","display_name":"University of Haifa","ror":"https://ror.org/02f009v59","country_code":"IL","type":"education","lineage":["https://openalex.org/I91203450"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Adir Solomon","raw_affiliation_strings":["University of Haifa, Haifa, Israel"],"affiliations":[{"raw_affiliation_string":"University of Haifa, Haifa, Israel","institution_ids":["https://openalex.org/I91203450"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071937492","display_name":"Elizaveta Sorokina","orcid":"https://orcid.org/0009-0000-4534-0912"},"institutions":[{"id":"https://openalex.org/I91203450","display_name":"University of Haifa","ror":"https://ror.org/02f009v59","country_code":"IL","type":"education","lineage":["https://openalex.org/I91203450"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Elizaveta Sorokina","raw_affiliation_strings":["University of Haifa, Haifa, Israel"],"affiliations":[{"raw_affiliation_string":"University of Haifa, Haifa, Israel","institution_ids":["https://openalex.org/I91203450"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101674045","display_name":"Michal Weisman Raymond","orcid":"https://orcid.org/0009-0007-6225-0581"},"institutions":[{"id":"https://openalex.org/I124227911","display_name":"Ben-Gurion University of the Negev","ror":"https://ror.org/05tkyf982","country_code":"IL","type":"education","lineage":["https://openalex.org/I124227911"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Michal Weisman Raymond","raw_affiliation_strings":["Ben Gurion University of the Negev Beer Sheva, Beersheba, Israel"],"affiliations":[{"raw_affiliation_string":"Ben Gurion University of the Negev Beer Sheva, Beersheba, Israel","institution_ids":["https://openalex.org/I124227911"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010340923","display_name":"Pnina Soffer","orcid":"https://orcid.org/0000-0003-4659-883X"},"institutions":[{"id":"https://openalex.org/I91203450","display_name":"University of Haifa","ror":"https://ror.org/02f009v59","country_code":"IL","type":"education","lineage":["https://openalex.org/I91203450"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Pnina Soffer","raw_affiliation_strings":["University of Haifa, Haifa, Israel"],"affiliations":[{"raw_affiliation_string":"University of Haifa, Haifa, Israel","institution_ids":["https://openalex.org/I91203450"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5066796117"],"corresponding_institution_ids":["https://openalex.org/I91203450"],"apc_list":null,"apc_paid":null,"fwci":4.6952,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.91179654,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"559","last_page":"571"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10703","display_name":"Business Process Modeling and Analysis","score":0.9995999932289124,"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":0.9995999932289124,"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":0.9785000085830688,"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/T11891","display_name":"Big Data and Business Intelligence","score":0.9725000262260437,"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/task","display_name":"Task (project management)","score":0.6008046865463257},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5357403755187988},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5346153378486633},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.41742315888404846},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.21281665563583374},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.10840880870819092},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.05420207977294922}],"concepts":[{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6008046865463257},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5357403755187988},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5346153378486633},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.41742315888404846},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.21281665563583374},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.10840880870819092},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.05420207977294922}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-031-82225-4_41","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-82225-4_41","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-82225-4_41.pdf","source":{"id":"https://openalex.org/S4210177767","display_name":"Lecture notes in business information processing","issn_l":"1865-1348","issn":["1865-1348","1865-1356"],"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 Business Information Processing","raw_type":"book-chapter"}],"best_oa_location":{"id":"doi:10.1007/978-3-031-82225-4_41","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-82225-4_41","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-82225-4_41.pdf","source":{"id":"https://openalex.org/S4210177767","display_name":"Lecture notes in business information processing","issn_l":"1865-1348","issn":["1865-1348","1865-1356"],"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 Business Information Processing","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4408985715.pdf","grobid_xml":"https://content.openalex.org/works/W4408985715.grobid-xml"},"referenced_works_count":27,"referenced_works":["https://openalex.org/W242826328","https://openalex.org/W1968928304","https://openalex.org/W1976105143","https://openalex.org/W2028262276","https://openalex.org/W2040223245","https://openalex.org/W2092898466","https://openalex.org/W2263796348","https://openalex.org/W2345729520","https://openalex.org/W2682853549","https://openalex.org/W2767388699","https://openalex.org/W2795960359","https://openalex.org/W2810779173","https://openalex.org/W2899245727","https://openalex.org/W2952853786","https://openalex.org/W2963107557","https://openalex.org/W2999516459","https://openalex.org/W3005006660","https://openalex.org/W3042997559","https://openalex.org/W3047138666","https://openalex.org/W3201153983","https://openalex.org/W3208090188","https://openalex.org/W4253330260","https://openalex.org/W4280494444","https://openalex.org/W4283795227","https://openalex.org/W4285184862","https://openalex.org/W4294837734","https://openalex.org/W4386321100"],"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/W1975570126"],"abstract_inverted_index":{"Abstract":[0],"Process":[1],"mining":[2,57,75,169],"analysis":[3],"is":[4,21],"a":[5,55,73,145,158],"complex":[6],"task":[7,43,100],"that":[8,122],"presents":[9],"significant":[10],"challenges":[11],"to":[12,23,82,98,140,162],"human":[13],"analysts.":[14],"To":[15],"aid":[16],"along":[17],"this":[18,36],"process,":[19],"it":[20],"essential":[22],"identify":[24],"difficulties":[25],"as":[26],"they":[27,51,71],"occur.":[28],"This":[29],"study":[30],"takes":[31],"an":[32],"initial":[33],"step":[34],"in":[35,54,111,167],"direction,":[37],"by":[38],"predicting":[39,112],"the":[40,66,95,105,123,136,154],"quality":[41],"of":[42,108],"performance":[44,107],"based":[45,93,115],"on":[46,94,116],"analysts\u2019":[47],"facial":[48,117],"expressions":[49],"while":[50,70],"are":[52],"engaged":[53,166],"process":[56,74,168],"task.":[58,76],"Data":[59],"were":[60,79],"collected":[61],"using":[62],"participants\u2019":[63,113,142],"webcams":[64],"and":[65,84],"iMotions\u2122":[67],"cloud":[68],"application":[69],"performed":[72],"The":[77],"data":[78],"then":[80],"utilized":[81],"train":[83],"evaluate":[85],"several":[86],"machine":[87],"learning":[88],"classifiers,":[89],"which":[90],"classified":[91],"participants":[92],"grade":[96],"given":[97],"their":[99],"outcome.":[101],"Our":[102],"results":[103],"show":[104],"high":[106],"these":[109],"classifiers":[110],"success":[114,143],"expressions.":[118],"We":[119],"further":[120],"showed":[121],"chosen":[124],"outcome":[125],"classifier":[126,137],"could":[127,152],"accurately":[128],"classify":[129],"additional":[130],"participants,":[131],"demonstrating":[132],"its":[133],"generalizability.":[134],"Notably,":[135],"was":[138],"able":[139],"predict":[141],"within":[144],"very":[146],"short":[147],"time":[148],"frame.":[149],"These":[150],"findings":[151],"pave":[153],"way":[155],"for":[156],"developing":[157],"near-real-time":[159],"support":[160],"system":[161],"detect":[163],"when":[164],"analysts":[165],"may":[170],"benefit":[171],"from":[172],"assistance.":[173]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}