{"id":"https://openalex.org/W4401539276","doi":"https://doi.org/10.1109/infocomwkshps61880.2024.10620733","title":"A Pragmatical Approach to Anomaly Detection Evaluation in Edge Cloud Systems","display_name":"A Pragmatical Approach to Anomaly Detection Evaluation in Edge Cloud Systems","publication_year":2024,"publication_date":"2024-05-20","ids":{"openalex":"https://openalex.org/W4401539276","doi":"https://doi.org/10.1109/infocomwkshps61880.2024.10620733"},"language":"en","primary_location":{"id":"doi:10.1109/infocomwkshps61880.2024.10620733","is_oa":false,"landing_page_url":"https://doi.org/10.1109/infocomwkshps61880.2024.10620733","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE INFOCOM 2024 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS)","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/A5004124797","display_name":"Sotiris Skaperas","orcid":"https://orcid.org/0000-0002-7641-2701"},"institutions":[{"id":"https://openalex.org/I192756129","display_name":"University of Macedonia","ror":"https://ror.org/05fg6gr82","country_code":"GR","type":"education","lineage":["https://openalex.org/I192756129"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Sotiris Skaperas","raw_affiliation_strings":["University of Macedonia,Department of Applied Informatics,Thessaloniki,Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Macedonia,Department of Applied Informatics,Thessaloniki,Greece","institution_ids":["https://openalex.org/I192756129"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044837543","display_name":"G. Koukis","orcid":"https://orcid.org/0009-0005-0116-7296"},"institutions":[{"id":"https://openalex.org/I147962203","display_name":"Democritus University of Thrace","ror":"https://ror.org/03bfqnx40","country_code":"GR","type":"education","lineage":["https://openalex.org/I147962203"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Georgios Koukis","raw_affiliation_strings":["Democritus University of Thrace,Department of Electrical and Computer Engineering,Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Democritus University of Thrace,Department of Electrical and Computer Engineering,Greece","institution_ids":["https://openalex.org/I147962203"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039591881","display_name":"Ioanna Angeliki Kapetanidou","orcid":"https://orcid.org/0000-0003-3456-2311"},"institutions":[{"id":"https://openalex.org/I147962203","display_name":"Democritus University of Thrace","ror":"https://ror.org/03bfqnx40","country_code":"GR","type":"education","lineage":["https://openalex.org/I147962203"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Ioanna Angeliki Kapetanidou","raw_affiliation_strings":["Democritus University of Thrace,Department of Electrical and Computer Engineering,Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Democritus University of Thrace,Department of Electrical and Computer Engineering,Greece","institution_ids":["https://openalex.org/I147962203"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048022731","display_name":"Vassilis Tsaoussidis","orcid":"https://orcid.org/0000-0003-0783-043X"},"institutions":[{"id":"https://openalex.org/I147962203","display_name":"Democritus University of Thrace","ror":"https://ror.org/03bfqnx40","country_code":"GR","type":"education","lineage":["https://openalex.org/I147962203"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Vassilis Tsaoussidis","raw_affiliation_strings":["Democritus University of Thrace,Department of Electrical and Computer Engineering,Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Democritus University of Thrace,Department of Electrical and Computer Engineering,Greece","institution_ids":["https://openalex.org/I147962203"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076669417","display_name":"Lefteris Mamatas","orcid":"https://orcid.org/0000-0002-8653-6521"},"institutions":[{"id":"https://openalex.org/I192756129","display_name":"University of Macedonia","ror":"https://ror.org/05fg6gr82","country_code":"GR","type":"education","lineage":["https://openalex.org/I192756129"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Lefteris Mamatas","raw_affiliation_strings":["University of Macedonia,Department of Applied Informatics,Thessaloniki,Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Macedonia,Department of Applied Informatics,Thessaloniki,Greece","institution_ids":["https://openalex.org/I192756129"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.9366,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.76291332,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9750000238418579,"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":0.9750000238418579,"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":0.9642000198364258,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9584000110626221,"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/cloud-computing","display_name":"Cloud computing","score":0.7765835523605347},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.7331138849258423},{"id":"https://openalex.org/keywords/anomaly","display_name":"Anomaly (physics)","score":0.6363661289215088},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5952081084251404},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5668026804924011},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2809067964553833},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.13835954666137695},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.06937229633331299}],"concepts":[{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.7765835523605347},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.7331138849258423},{"id":"https://openalex.org/C12997251","wikidata":"https://www.wikidata.org/wiki/Q567560","display_name":"Anomaly (physics)","level":2,"score":0.6363661289215088},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5952081084251404},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5668026804924011},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2809067964553833},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.13835954666137695},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.06937229633331299},{"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":1,"locations":[{"id":"doi:10.1109/infocomwkshps61880.2024.10620733","is_oa":false,"landing_page_url":"https://doi.org/10.1109/infocomwkshps61880.2024.10620733","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE INFOCOM 2024 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5299999713897705,"display_name":"Climate action","id":"https://metadata.un.org/sdg/13"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W966080908","https://openalex.org/W1483365869","https://openalex.org/W1544178588","https://openalex.org/W2018319586","https://openalex.org/W2058058240","https://openalex.org/W2113166878","https://openalex.org/W2140456136","https://openalex.org/W2165866272","https://openalex.org/W2194308309","https://openalex.org/W2972826383","https://openalex.org/W2981025625","https://openalex.org/W2999489602","https://openalex.org/W3006423581","https://openalex.org/W3043906069","https://openalex.org/W3105088290","https://openalex.org/W4248979535","https://openalex.org/W4291002321","https://openalex.org/W4375928901","https://openalex.org/W4386451572","https://openalex.org/W4387031738","https://openalex.org/W6628808406","https://openalex.org/W6779638745"],"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":{"Anomaly":[0],"detection":[1,17,26],"(AD)":[2],"has":[3],"been":[4],"recently":[5],"employed":[6],"in":[7,69,128],"the":[8,38,54,72,81,123,141,144,148],"context":[9],"of":[10,20,56,63,74,84,88,125,147],"edge":[11,75,103,118,130],"cloud":[12,76,119],"computing,":[13],"e.g.,":[14],"for":[15,102,140],"intrusion":[16],"and":[18,33,44,65,94,112,138,143],"identification":[19],"performance":[21,34,55,124,146],"issues.":[22],"However,":[23],"state-of-the-art":[24],"anomaly":[25],"procedures":[27],"do":[28],"not":[29],"systematically":[30],"consider":[31],"restrictions":[32],"requirements":[35,73],"inherent":[36],"to":[37,52,71,121],"edge,":[39],"such":[40,126],"as":[41],"system":[42],"responsiveness":[43],"resource":[45],"consumption.":[46],"In":[47],"this":[48],"paper,":[49],"we":[50,79,106],"attempt":[51],"investigate":[53],"change-point":[57],"based":[58],"detectors,":[59],"i.e.,":[60,92],"a":[61,108],"class":[62],"lightweight":[64],"accurate":[66],"AD":[67],"methods,":[68],"relation":[70],"systems.":[77,104],"Firstly,":[78],"review":[80],"theoretical":[82],"properties":[83],"two":[85,116],"major":[86],"categories":[87],"change":[89,150],"point":[90,151],"approaches,":[91],"Bayesian":[93],"cumulative":[95],"sum":[96],"(CUSUM),":[97],"also":[98],"discussing":[99],"their":[100],"suitability":[101],"Secondly,":[105],"introduce":[107],"novel":[109],"experimental":[110,133],"methodology":[111],"apply":[113],"it":[114],"over":[115],"distinct":[117],"test-beds":[120],"evaluate":[122],"mechanisms":[127],"real-world":[129],"environments.":[131],"Our":[132],"results":[134],"provide":[135],"important":[136],"insights":[137],"trade-offs":[139],"applicability":[142],"online":[145],"selected":[149],"detectors.":[152]},"counts_by_year":[{"year":2024,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}