{"id":"https://openalex.org/W4400770858","doi":"https://doi.org/10.1109/tcss.2024.3362393","title":"Multipattern Integrated Networks With Contrastive Pretraining for Graph Anomaly Detection","display_name":"Multipattern Integrated Networks With Contrastive Pretraining for Graph Anomaly Detection","publication_year":2024,"publication_date":"2024-07-18","ids":{"openalex":"https://openalex.org/W4400770858","doi":"https://doi.org/10.1109/tcss.2024.3362393"},"language":"en","primary_location":{"id":"doi:10.1109/tcss.2024.3362393","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcss.2024.3362393","pdf_url":null,"source":{"id":"https://openalex.org/S2490693980","display_name":"IEEE Transactions on Computational Social Systems","issn_l":"2329-924X","issn":["2329-924X","2373-7476"],"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 Computational Social Systems","raw_type":"journal-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/A5102897581","display_name":"Manzhi Yang","orcid":"https://orcid.org/0009-0009-9145-6081"},"institutions":[{"id":"https://openalex.org/I111950717","display_name":"Macau University of Science and Technology","ror":"https://ror.org/03jqs2n27","country_code":"MO","type":"education","lineage":["https://openalex.org/I111950717","https://openalex.org/I4391767947"]}],"countries":["MO"],"is_corresponding":false,"raw_author_name":"Manzhi Yang","raw_affiliation_strings":["Macau Institute of Systems Engineering, Macau University of Science and Technology, Macao, China"],"raw_orcid":"https://orcid.org/0009-0009-9145-6081","affiliations":[{"raw_affiliation_string":"Macau Institute of Systems Engineering, Macau University of Science and Technology, Macao, China","institution_ids":["https://openalex.org/I111950717"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100409868","display_name":"Jian Zhang","orcid":"https://orcid.org/0000-0001-6520-9006"},"institutions":[{"id":"https://openalex.org/I50760025","display_name":"Hangzhou Dianzi University","ror":"https://ror.org/0576gt767","country_code":"CN","type":"education","lineage":["https://openalex.org/I50760025"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jian Zhang","raw_affiliation_strings":["School of Cyberspace, Hangzhou Dianzi University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-6520-9006","affiliations":[{"raw_affiliation_string":"School of Cyberspace, Hangzhou Dianzi University, Hangzhou, China","institution_ids":["https://openalex.org/I50760025"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102175356","display_name":"Liyuan Lin","orcid":"https://orcid.org/0009-0008-5040-7710"},"institutions":[{"id":"https://openalex.org/I50760025","display_name":"Hangzhou Dianzi University","ror":"https://ror.org/0576gt767","country_code":"CN","type":"education","lineage":["https://openalex.org/I50760025"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liyuan Lin","raw_affiliation_strings":["School of Cyberspace, Hangzhou Dianzi University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0009-0008-5040-7710","affiliations":[{"raw_affiliation_string":"School of Cyberspace, Hangzhou Dianzi University, Hangzhou, China","institution_ids":["https://openalex.org/I50760025"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015554980","display_name":"Jinpeng Han","orcid":"https://orcid.org/0000-0002-2451-5880"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinpeng Han","raw_affiliation_strings":["School of Software Engineering, Xi’an Jiaotong University, Xi’an, China"],"raw_orcid":"https://orcid.org/0000-0002-2451-5880","affiliations":[{"raw_affiliation_string":"School of Software Engineering, Xi’an Jiaotong University, Xi’an, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100649672","display_name":"Xiaoguang Chen","orcid":"https://orcid.org/0000-0001-8977-9353"},"institutions":[{"id":"https://openalex.org/I111950717","display_name":"Macau University of Science and Technology","ror":"https://ror.org/03jqs2n27","country_code":"MO","type":"education","lineage":["https://openalex.org/I111950717","https://openalex.org/I4391767947"]}],"countries":["MO"],"is_corresponding":false,"raw_author_name":"Xiaoguang Chen","raw_affiliation_strings":["Macau Institute of Systems Engineering, Macau University of Science and Technology, Macao, China"],"raw_orcid":"https://orcid.org/0000-0001-8977-9353","affiliations":[{"raw_affiliation_string":"Macau Institute of Systems Engineering, Macau University of Science and Technology, Macao, China","institution_ids":["https://openalex.org/I111950717"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100422319","display_name":"Zhen Wang","orcid":"https://orcid.org/0000-0002-3399-5281"},"institutions":[{"id":"https://openalex.org/I50760025","display_name":"Hangzhou Dianzi University","ror":"https://ror.org/0576gt767","country_code":"CN","type":"education","lineage":["https://openalex.org/I50760025"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhen Wang","raw_affiliation_strings":["School of Cyberspace and Experimental Center of Data Science and Intelligent Decision-Making, Hangzhou Dianzi University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-3399-5281","affiliations":[{"raw_affiliation_string":"School of Cyberspace and Experimental Center of Data Science and Intelligent Decision-Making, Hangzhou Dianzi University, Hangzhou, China","institution_ids":["https://openalex.org/I50760025"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5113600509","display_name":"Fei\u2013Yue Wang","orcid":"https://orcid.org/0000-0001-9185-3989"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fei-Yue Wang","raw_affiliation_strings":["State Key Laboratory for Management and Control of Complex Systems and Beijing Engineering Research Center of Intelligent Systems and Technology, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-9185-3989","affiliations":[{"raw_affiliation_string":"State Key Laboratory for Management and Control of Complex Systems and Beijing Engineering Research Center of Intelligent Systems and Technology, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I19820366"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.3122,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.56840071,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"11","issue":"5","first_page":"5619","last_page":"5630"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9685999751091003,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9685999751091003,"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/T10064","display_name":"Complex Network Analysis Techniques","score":0.9682999849319458,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9602000117301941,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.5299913287162781},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5198855400085449},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.45368707180023193},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45264557003974915},{"id":"https://openalex.org/keywords/graph-theory","display_name":"Graph theory","score":0.411063551902771},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.2369568645954132},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1956329345703125},{"id":"https://openalex.org/keywords/combinatorics","display_name":"Combinatorics","score":0.08642148971557617}],"concepts":[{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.5299913287162781},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5198855400085449},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.45368707180023193},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45264557003974915},{"id":"https://openalex.org/C88230418","wikidata":"https://www.wikidata.org/wiki/Q131476","display_name":"Graph theory","level":2,"score":0.411063551902771},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.2369568645954132},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1956329345703125},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.08642148971557617}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcss.2024.3362393","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcss.2024.3362393","pdf_url":null,"source":{"id":"https://openalex.org/S2490693980","display_name":"IEEE Transactions on Computational Social Systems","issn_l":"2329-924X","issn":["2329-924X","2373-7476"],"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 Computational Social Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1317533021","display_name":null,"funder_award_id":"62176080","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":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":62,"referenced_works":["https://openalex.org/W2008093625","https://openalex.org/W2099854653","https://openalex.org/W2128764405","https://openalex.org/W2154851992","https://openalex.org/W2230049528","https://openalex.org/W2746167089","https://openalex.org/W2778498877","https://openalex.org/W2798918712","https://openalex.org/W2808771744","https://openalex.org/W2897862648","https://openalex.org/W2898680659","https://openalex.org/W2937967841","https://openalex.org/W2941466173","https://openalex.org/W2944250323","https://openalex.org/W2944842185","https://openalex.org/W2945827377","https://openalex.org/W2962756421","https://openalex.org/W2966295008","https://openalex.org/W2969227524","https://openalex.org/W2989985603","https://openalex.org/W2990045899","https://openalex.org/W2990806707","https://openalex.org/W2998313947","https://openalex.org/W3009901425","https://openalex.org/W3025519219","https://openalex.org/W3035524453","https://openalex.org/W3044345353","https://openalex.org/W3048930936","https://openalex.org/W3082324443","https://openalex.org/W3086452730","https://openalex.org/W3099064659","https://openalex.org/W3101553402","https://openalex.org/W3104097132","https://openalex.org/W3133518153","https://openalex.org/W3148001275","https://openalex.org/W3149900634","https://openalex.org/W3172271443","https://openalex.org/W3173292968","https://openalex.org/W3177385106","https://openalex.org/W3202998373","https://openalex.org/W3204647170","https://openalex.org/W3206604724","https://openalex.org/W4224311348","https://openalex.org/W4225627404","https://openalex.org/W4285263436","https://openalex.org/W4285505260","https://openalex.org/W4296607107","https://openalex.org/W4297808394","https://openalex.org/W4302275147","https://openalex.org/W4312747519","https://openalex.org/W4312905045","https://openalex.org/W4323519534","https://openalex.org/W4372037325","https://openalex.org/W6726873649","https://openalex.org/W6738964360","https://openalex.org/W6754278344","https://openalex.org/W6757831817","https://openalex.org/W6761552821","https://openalex.org/W6770592035","https://openalex.org/W6784694379","https://openalex.org/W6843316077","https://openalex.org/W6844194202"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"As":[0],"a":[1,84],"challenge":[2],"of":[3,70,120,206],"practical":[4],"significance,":[5],"fraud":[6,13],"detection":[7],"has":[8],"great":[9],"potential":[10],"for":[11],"telecom":[12],"prevention,":[14,17],"economic":[15],"crime":[16],"and":[18,44,51,111,134,173,185,200],"personal":[19],"property":[20],"preservation.":[21],"Fraudulent":[22],"activities":[23],"are":[24],"always":[25],"buried":[26],"in":[27,89,96],"massive":[28],"regular":[29],"transactions,":[30],"making":[31],"it":[32],"hard":[33],"to":[34,92,129,158,179],"find":[35],"them.":[36],"Traditional":[37],"rule-based":[38],"approaches":[39],"need":[40],"multiple":[41,142],"domain-specific":[42],"rules":[43],"multistep":[45],"verification,":[46],"which":[47],"limits":[48],"their":[49,75,112],"transferability":[50],"efficiency.":[52],"Machine":[53],"learning-based":[54],"methods":[55],"might":[56],"ignore":[57],"the":[58,62,68,79,102,117,131,137,156,164,181,187,201,204],"intricate":[59],"interactions":[60,103],"or":[61],"temporal":[63,171],"relations":[64],"among":[65,104],"accounts.":[66],"Meanwhile,":[67],"lack":[69],"sufficient":[71],"manual":[72],"labels":[73],"restricts":[74],"performance.":[76,191],"To":[77,115],"overcome":[78],"above":[80],"limitations,":[81],"we":[82],"present":[83],"multipattern":[85],"integrated":[86],"network":[87],"(MPIN)":[88],"this":[90],"article":[91],"identify":[93],"fraudulent":[94,161],"accounts":[95,162],"transaction":[97,198],"networks.":[98],"Specifically,":[99],"MPIN":[100,123,207],"considers":[101],"nodes":[105],"from":[106,147,163],"three":[107],"perspectives:":[108],"inflows,":[109],"outflows,":[110],"mutual":[113],"influences.":[114],"learn":[116],"behavior":[118],"pattern":[119],"each":[121],"node,":[122],"first":[124],"applies":[125],"an":[126],"attention":[127],"mechanism":[128],"integrate":[130],"short-term":[132,143,153],"information":[133],"then":[135],"learns":[136],"long-term":[138],"patterns":[139,146],"by":[140],"aggregating":[141],"patterns.":[144],"Behavior":[145],"different":[148],"perspectives":[149],"together":[150],"with":[151,170,189,209],"long":[152],"modeling":[154],"enable":[155],"model":[157,188],"precisely":[159],"distinguish":[160],"normal":[165],"ones.":[166],"Moreover,":[167],"contrastive":[168],"pretraining":[169],"consistency":[172],"local":[174],"tightness":[175],"guarantee":[176],"is":[177],"adopted":[178],"alleviate":[180],"label":[182],"sparsity":[183],"issue":[184],"provide":[186],"low-variance":[190],"We":[192],"conducted":[193],"experiments":[194],"on":[195],"two":[196],"real-world":[197],"networks,":[199],"results":[202],"showed":[203],"effectiveness":[205],"compared":[208],"five":[210],"state-of-the-art":[211],"baselines.":[212]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}