{"id":"https://openalex.org/W4399121544","doi":"https://doi.org/10.1145/3669906","title":"Anomaly Detection in Dynamic Graphs: A Comprehensive Survey","display_name":"Anomaly Detection in Dynamic Graphs: A Comprehensive Survey","publication_year":2024,"publication_date":"2024-05-29","ids":{"openalex":"https://openalex.org/W4399121544","doi":"https://doi.org/10.1145/3669906"},"language":"en","primary_location":{"id":"doi:10.1145/3669906","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3669906","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3669906","source":{"id":"https://openalex.org/S41523882","display_name":"ACM Transactions on Knowledge Discovery from Data","issn_l":"1556-4681","issn":["1556-4681","1556-472X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Knowledge Discovery from Data","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3669906","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5093511478","display_name":"Ocheme Anthony Ekle","orcid":"https://orcid.org/0009-0003-6204-0657"},"institutions":[{"id":"https://openalex.org/I63920570","display_name":"Tennessee Technological University","ror":"https://ror.org/05drmrq39","country_code":"US","type":"education","lineage":["https://openalex.org/I63920570"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Ocheme Anthony Ekle","raw_affiliation_strings":["Tennessee Technological University, Cookeville, TN, USA"],"affiliations":[{"raw_affiliation_string":"Tennessee Technological University, Cookeville, TN, USA","institution_ids":["https://openalex.org/I63920570"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011439658","display_name":"William Eberle","orcid":"https://orcid.org/0009-0009-1303-6102"},"institutions":[{"id":"https://openalex.org/I63920570","display_name":"Tennessee Technological University","ror":"https://ror.org/05drmrq39","country_code":"US","type":"education","lineage":["https://openalex.org/I63920570"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"William Eberle","raw_affiliation_strings":["Tennessee Technological University, Cookeville, TN, USA"],"affiliations":[{"raw_affiliation_string":"Tennessee Technological University, Cookeville, TN, USA","institution_ids":["https://openalex.org/I63920570"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5093511478"],"corresponding_institution_ids":["https://openalex.org/I63920570"],"apc_list":null,"apc_paid":null,"fwci":14.4054,"has_fulltext":true,"cited_by_count":42,"citation_normalized_percentile":{"value":0.99264163,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"18","issue":"8","first_page":"1","last_page":"44"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9994000196456909,"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":0.9994000196456909,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9991000294685364,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9965999722480774,"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":0.7904448509216309},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5245563983917236},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5037028193473816},{"id":"https://openalex.org/keywords/anomaly","display_name":"Anomaly (physics)","score":0.46635571122169495},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.38549599051475525},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.08383959531784058}],"concepts":[{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.7904448509216309},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5245563983917236},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5037028193473816},{"id":"https://openalex.org/C12997251","wikidata":"https://www.wikidata.org/wiki/Q567560","display_name":"Anomaly (physics)","level":2,"score":0.46635571122169495},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.38549599051475525},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.08383959531784058},{"id":"https://openalex.org/C26873012","wikidata":"https://www.wikidata.org/wiki/Q214781","display_name":"Condensed matter physics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3669906","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3669906","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3669906","source":{"id":"https://openalex.org/S41523882","display_name":"ACM Transactions on Knowledge Discovery from Data","issn_l":"1556-4681","issn":["1556-4681","1556-472X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Knowledge Discovery from Data","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2406.00134","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2406.00134","pdf_url":"https://arxiv.org/pdf/2406.00134","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"doi:10.1145/3669906","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3669906","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3669906","source":{"id":"https://openalex.org/S41523882","display_name":"ACM Transactions on Knowledge Discovery from Data","issn_l":"1556-4681","issn":["1556-4681","1556-472X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Knowledge Discovery from Data","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320319572","display_name":"Tennessee Tech University","ror":"https://ror.org/05drmrq39"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4399121544.pdf"},"referenced_works_count":164,"referenced_works":["https://openalex.org/W175854469","https://openalex.org/W1888005072","https://openalex.org/W1902237438","https://openalex.org/W2008124902","https://openalex.org/W2064675550","https://openalex.org/W2077488147","https://openalex.org/W2084512860","https://openalex.org/W2093168265","https://openalex.org/W2115022330","https://openalex.org/W2116341502","https://openalex.org/W2118580485","https://openalex.org/W2122646361","https://openalex.org/W2132111557","https://openalex.org/W2134255060","https://openalex.org/W2152284345","https://openalex.org/W2154851992","https://openalex.org/W2166681504","https://openalex.org/W2224609888","https://openalex.org/W2284900416","https://openalex.org/W2340222647","https://openalex.org/W2473813716","https://openalex.org/W2500517591","https://openalex.org/W2510664603","https://openalex.org/W2513234781","https://openalex.org/W2528305538","https://openalex.org/W2595959570","https://openalex.org/W2608239929","https://openalex.org/W2624431344","https://openalex.org/W2625814963","https://openalex.org/W2730363704","https://openalex.org/W2735272571","https://openalex.org/W2743138268","https://openalex.org/W2757698868","https://openalex.org/W2767455180","https://openalex.org/W2790057819","https://openalex.org/W2809409545","https://openalex.org/W2885309785","https://openalex.org/W2890707978","https://openalex.org/W2899423466","https://openalex.org/W2899638272","https://openalex.org/W2905224888","https://openalex.org/W2911286998","https://openalex.org/W2914721378","https://openalex.org/W2945594170","https://openalex.org/W2949848919","https://openalex.org/W2950361482","https://openalex.org/W2951086007","https://openalex.org/W2954691982","https://openalex.org/W2957874522","https://openalex.org/W2962756421","https://openalex.org/W2963757395","https://openalex.org/W2963925437","https://openalex.org/W2964069854","https://openalex.org/W2970066309","https://openalex.org/W2996244073","https://openalex.org/W3004674976","https://openalex.org/W3015285715","https://openalex.org/W3016124664","https://openalex.org/W3019863187","https://openalex.org/W3021880190","https://openalex.org/W3021975806","https://openalex.org/W3024560045","https://openalex.org/W3026076535","https://openalex.org/W3026710947","https://openalex.org/W3036850272","https://openalex.org/W3037594688","https://openalex.org/W3037819556","https://openalex.org/W3039222472","https://openalex.org/W3040266635","https://openalex.org/W3040611190","https://openalex.org/W3081229243","https://openalex.org/W3087257704","https://openalex.org/W3093580248","https://openalex.org/W3095384983","https://openalex.org/W3096831136","https://openalex.org/W3100078588","https://openalex.org/W3101470767","https://openalex.org/W3102446989","https://openalex.org/W3103896905","https://openalex.org/W3104097132","https://openalex.org/W3104917574","https://openalex.org/W3105192313","https://openalex.org/W3106460253","https://openalex.org/W3114378557","https://openalex.org/W3115362554","https://openalex.org/W3133666793","https://openalex.org/W3135550350","https://openalex.org/W3147409145","https://openalex.org/W3151000187","https://openalex.org/W3152893301","https://openalex.org/W3153183116","https://openalex.org/W3160021293","https://openalex.org/W3165031368","https://openalex.org/W3171259348","https://openalex.org/W3184127157","https://openalex.org/W3189601601","https://openalex.org/W3197057534","https://openalex.org/W3201053014","https://openalex.org/W3203701711","https://openalex.org/W3206604724","https://openalex.org/W3208881055","https://openalex.org/W3210313187","https://openalex.org/W4205329374","https://openalex.org/W4206633947","https://openalex.org/W4206741375","https://openalex.org/W4206825176","https://openalex.org/W4211225923","https://openalex.org/W4212764525","https://openalex.org/W4213245422","https://openalex.org/W4220721362","https://openalex.org/W4220996174","https://openalex.org/W4224309673","https://openalex.org/W4226064176","https://openalex.org/W4226147358","https://openalex.org/W4235019172","https://openalex.org/W4236965008","https://openalex.org/W4254182148","https://openalex.org/W4254300870","https://openalex.org/W4281623203","https://openalex.org/W4285166886","https://openalex.org/W4290877962","https://openalex.org/W4294558607","https://openalex.org/W4297733535","https://openalex.org/W4298187436","https://openalex.org/W4306813287","https://openalex.org/W4308620576","https://openalex.org/W4311079930","https://openalex.org/W4312702896","https://openalex.org/W4318018963","https://openalex.org/W4318049614","https://openalex.org/W4318771342","https://openalex.org/W4367046943","https://openalex.org/W4367309831","https://openalex.org/W4368232640","https://openalex.org/W4378978063","https://openalex.org/W4381714210","https://openalex.org/W4385245566","https://openalex.org/W4385565420","https://openalex.org/W4385768068","https://openalex.org/W4386965067","https://openalex.org/W4388421529","https://openalex.org/W4388553381","https://openalex.org/W4388948083","https://openalex.org/W4390547902","https://openalex.org/W4390956528","https://openalex.org/W4391305668","https://openalex.org/W4391514782","https://openalex.org/W4392366624","https://openalex.org/W4395075505","https://openalex.org/W4401948882","https://openalex.org/W6605588651","https://openalex.org/W6739901393","https://openalex.org/W6745537798","https://openalex.org/W6748856961","https://openalex.org/W6758918355","https://openalex.org/W6765474767","https://openalex.org/W6767098714","https://openalex.org/W6775947557","https://openalex.org/W6779680381","https://openalex.org/W6785536739","https://openalex.org/W6803568513","https://openalex.org/W6806809020","https://openalex.org/W6839498709","https://openalex.org/W6861153564"],"related_works":["https://openalex.org/W2806741695","https://openalex.org/W4290647774","https://openalex.org/W3189286258","https://openalex.org/W3207797160","https://openalex.org/W3210364259","https://openalex.org/W4300558037","https://openalex.org/W2912112202","https://openalex.org/W2667207928","https://openalex.org/W4377864969","https://openalex.org/W2972971679"],"abstract_inverted_index":{"This":[0,130],"survey":[1,33,132],"article":[2,34],"presents":[3],"a":[4,39,48,82,94,137],"comprehensive":[5],"and":[6,23,77,89,92,107,121,142,148,157,170],"conceptual":[7],"overview":[8],"of":[9,31,42,84,96,99,150],"anomaly":[10,51],"detection":[11,52],"(AD)":[12],"using":[13],"dynamic":[14,27,63,90,111,128,176],"graphs.":[15,177],"We":[16],"focus":[17],"on":[18,45,68],"existing":[19,43],"graph-based":[20,100],"AD":[21,174],"techniques":[22,101],"their":[24],"applications":[25],"to":[26,135],"networks.":[28,129],"The":[29],"contributions":[30],"this":[32,115],"include":[35],"the":[36,97,104,118,146],"following:":[37],"(i)":[38],"comparative":[40],"study":[41],"surveys":[44],"AD;":[46],"(ii)":[47],"Dynamic":[49],"Graph-based":[50],"(DGAD)":[53],"review":[54],"framework":[55],"in":[56,62,110,127,173,175],"which":[57],"approaches":[58],"for":[59,102,124,140],"detecting":[60,125],"anomalies":[61,126],"graphs":[64],"are":[65],"grouped":[66],"based":[67],"traditional":[69],"machine":[70],"learning":[71,79],"models,":[72],"matrix":[73],"transformations,":[74],"probabilistic":[75],"approaches,":[76],"deep":[78],"approaches;":[80],"(iii)":[81],"discussion":[83,95],"graphically":[85],"representing":[86],"both":[87],"discrete":[88],"networks;":[91],"(iv)":[93],"advantages":[98],"capturing":[103],"relational":[105],"structure":[106],"complex":[108],"interactions":[109],"graph":[112],"data.":[113],"Finally,":[114],"work":[116],"identifies":[117],"potential":[119],"challenges":[120],"future":[122,167],"directions":[123],"DGAD":[131],"approach":[133],"aims":[134],"provide":[136],"valuable":[138],"resource":[139],"researchers":[141],"practitioners":[143],"by":[144],"summarizing":[145],"strengths":[147],"limitations":[149],"each":[151],"approach,":[152],"highlighting":[153],"current":[154],"research":[155,168],"trends,":[156],"identifying":[158],"open":[159],"challenges.":[160],"In":[161],"doing":[162],"so,":[163],"it":[164],"can":[165],"guide":[166],"efforts":[169],"promote":[171],"advancements":[172]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":32},{"year":2024,"cited_by_count":3}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}