{"id":"https://openalex.org/W4404848472","doi":"https://doi.org/10.1109/icnsc62968.2024.10760190","title":"Anomaly Detection Method for Business Processes Based on Graph Convolutional Neural Network","display_name":"Anomaly Detection Method for Business Processes Based on Graph Convolutional Neural Network","publication_year":2024,"publication_date":"2024-10-18","ids":{"openalex":"https://openalex.org/W4404848472","doi":"https://doi.org/10.1109/icnsc62968.2024.10760190"},"language":"en","primary_location":{"id":"doi:10.1109/icnsc62968.2024.10760190","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icnsc62968.2024.10760190","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Conference on Networking, Sensing and Control (ICNSC)","raw_type":"proceedings-article"},"type":"article","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/A5100323071","display_name":"Zihao Liu","orcid":"https://orcid.org/0000-0001-9079-2512"},"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":true,"raw_author_name":"Zihao Liu","raw_affiliation_strings":["College of Intelligent Equipment, Shandong University of Science and Technology,Taian,China"],"affiliations":[{"raw_affiliation_string":"College of Intelligent Equipment, Shandong University of Science and Technology,Taian,China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015411611","display_name":"Yinhua Tian","orcid":"https://orcid.org/0000-0003-1312-2528"},"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":"Yinhua Tian","raw_affiliation_strings":["College of Intelligent Equipment, Shandong University of Science and Technology,Taian,China"],"affiliations":[{"raw_affiliation_string":"College of Intelligent Equipment, Shandong University of Science and Technology,Taian,China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101487432","display_name":"Yuhao Wu","orcid":"https://orcid.org/0000-0001-6370-146X"},"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":"Yuhao Wu","raw_affiliation_strings":["College of Intelligent Equipment, Shandong University of Science and Technology,Taian,China"],"affiliations":[{"raw_affiliation_string":"College of Intelligent Equipment, Shandong University of Science and Technology,Taian,China","institution_ids":["https://openalex.org/I80143920"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5100323071"],"corresponding_institution_ids":["https://openalex.org/I80143920"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.26075798,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14470","display_name":"Advanced Data Processing Techniques","score":0.6938999891281128,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T14470","display_name":"Advanced Data Processing Techniques","score":0.6938999891281128,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.6327000260353088,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.6309999823570251,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6982860565185547},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6316770315170288},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.627252459526062},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5295235514640808},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.451608270406723},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3231460452079773},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.25850218534469604}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6982860565185547},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6316770315170288},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.627252459526062},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5295235514640808},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.451608270406723},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3231460452079773},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.25850218534469604}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icnsc62968.2024.10760190","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icnsc62968.2024.10760190","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Conference on Networking, Sensing and Control (ICNSC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4321487865","https://openalex.org/W4313906399","https://openalex.org/W2105642232","https://openalex.org/W4239306820","https://openalex.org/W4391266461","https://openalex.org/W3207332793","https://openalex.org/W2590798552","https://openalex.org/W2811106690","https://openalex.org/W2033914206","https://openalex.org/W2042327336"],"abstract_inverted_index":{"Anomaly":[0],"detection":[1,26,93],"in":[2],"business":[3],"processes":[4],"enables":[5],"real-time":[6],"monitoring,":[7],"which":[8],"helps":[9],"enterprises":[10],"intervene":[11],"before":[12],"issues":[13],"arise":[14],"to":[15,42,96],"ensure":[16],"process":[17],"security":[18],"and":[19,50,63,98,108],"continuity.":[20],"This":[21],"paper":[22],"proposes":[23],"an":[24,109],"anomaly":[25,47],"method":[27],"based":[28],"on":[29,82],"Graph":[30],"Convolutional":[31],"Networks":[32],"(GCN).":[33],"We":[34],"extract":[35],"prefix":[36],"traces":[37,55],"from":[38],"offline":[39],"event":[40,85],"logs":[41],"build":[43],"a":[44,59,102],"dataset":[45],"with":[46,65],"labels.":[48],"Local":[49],"global":[51],"features":[52],"of":[53,61,105,112],"these":[54],"are":[56,74],"embedded":[57],"using":[58,77],"combination":[60],"Word2Vec":[62],"GCN,":[64],"the":[66],"final":[67],"embeddings":[68],"generated":[69],"through":[70],"their":[71],"fusion.":[72],"Anomalies":[73],"then":[75],"detected":[76],"neural":[78],"network":[79],"classifiers.":[80],"Experiments":[81],"four":[83],"real":[84],"log":[86],"datasets":[87],"show":[88],"that":[89],"our":[90],"model":[91],"improves":[92],"accuracy":[94,104,111],"compared":[95],"BERT":[97],"Transformer":[99],"algorithms,":[100],"achieving":[101],"peak":[103],"93":[106],"%":[107],"average":[110],"92%.":[113]},"counts_by_year":[],"updated_date":"2025-12-22T23:10:17.713674","created_date":"2025-10-10T00:00:00"}