{"id":"https://openalex.org/W4367360149","doi":"https://doi.org/10.5220/0011838600003488","title":"Edge Anomaly Detection Framework for AIOps in Cloud and IoT","display_name":"Edge Anomaly Detection Framework for AIOps in Cloud and IoT","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4367360149","doi":"https://doi.org/10.5220/0011838600003488"},"language":"en","primary_location":{"id":"doi:10.5220/0011838600003488","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0011838600003488","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 13th International Conference on Cloud Computing and Services Science","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.5220/0011838600003488","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5062558456","display_name":"Pieter Moens","orcid":"https://orcid.org/0000-0003-2035-8766"},"institutions":[{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]}],"countries":["BE"],"is_corresponding":true,"raw_author_name":"Pieter Moens","raw_affiliation_strings":["Internet and Data Science Lab (IDLab), Ghent University-imec, Ghent, Belgium, --- Select a Country ---"],"affiliations":[{"raw_affiliation_string":"Internet and Data Science Lab (IDLab), Ghent University-imec, Ghent, Belgium, --- Select a Country ---","institution_ids":["https://openalex.org/I32597200"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006624493","display_name":"Bavo Andriessen","orcid":null},"institutions":[{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Bavo Andriessen","raw_affiliation_strings":["Internet and Data Science Lab (IDLab), Ghent University-imec, Ghent, Belgium, --- Select a Country ---"],"affiliations":[{"raw_affiliation_string":"Internet and Data Science Lab (IDLab), Ghent University-imec, Ghent, Belgium, --- Select a Country ---","institution_ids":["https://openalex.org/I32597200"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015754339","display_name":"Merlijn Sebrechts","orcid":"https://orcid.org/0000-0002-4093-7338"},"institutions":[{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Merlijn Sebrechts","raw_affiliation_strings":["Internet and Data Science Lab (IDLab), Ghent University-imec, Ghent, Belgium, --- Select a Country ---"],"affiliations":[{"raw_affiliation_string":"Internet and Data Science Lab (IDLab), Ghent University-imec, Ghent, Belgium, --- Select a Country ---","institution_ids":["https://openalex.org/I32597200"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061693660","display_name":"Bruno Volckaert","orcid":"https://orcid.org/0000-0003-0575-5894"},"institutions":[{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Bruno Volckaert","raw_affiliation_strings":["Internet and Data Science Lab (IDLab), Ghent University-imec, Ghent, Belgium, --- Select a Country ---"],"affiliations":[{"raw_affiliation_string":"Internet and Data Science Lab (IDLab), Ghent University-imec, Ghent, Belgium, --- Select a Country ---","institution_ids":["https://openalex.org/I32597200"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025315149","display_name":"Sofie Van Hoecke","orcid":"https://orcid.org/0000-0002-7865-6793"},"institutions":[{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Sofie Van Hoecke","raw_affiliation_strings":["Internet and Data Science Lab (IDLab), Ghent University-imec, Ghent, Belgium, --- Select a Country ---"],"affiliations":[{"raw_affiliation_string":"Internet and Data Science Lab (IDLab), Ghent University-imec, Ghent, Belgium, --- Select a Country ---","institution_ids":["https://openalex.org/I32597200"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5062558456"],"corresponding_institution_ids":["https://openalex.org/I32597200"],"apc_list":null,"apc_paid":null,"fwci":0.9903,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.76215082,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"204","last_page":"211"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9786999821662903,"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":0.9786999821662903,"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":0.9650999903678894,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9233999848365784,"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/anomaly-detection","display_name":"Anomaly detection","score":0.8022130727767944},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.7849713563919067},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6112573146820068},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5659159421920776},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.560123860836029},{"id":"https://openalex.org/keywords/anomaly","display_name":"Anomaly (physics)","score":0.49709656834602356},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.25464126467704773},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.21241208910942078},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.17049989104270935},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.09227895736694336}],"concepts":[{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.8022130727767944},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.7849713563919067},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6112573146820068},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5659159421920776},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.560123860836029},{"id":"https://openalex.org/C12997251","wikidata":"https://www.wikidata.org/wiki/Q567560","display_name":"Anomaly (physics)","level":2,"score":0.49709656834602356},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.25464126467704773},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.21241208910942078},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.17049989104270935},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.09227895736694336},{"id":"https://openalex.org/C26873012","wikidata":"https://www.wikidata.org/wiki/Q214781","display_name":"Condensed matter physics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.5220/0011838600003488","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0011838600003488","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 13th International Conference on Cloud Computing and Services Science","raw_type":"proceedings-article"},{"id":"pmh:oai:archive.ugent.be:01HKYH95DXNAMDHXNBSP6W3SSW","is_oa":true,"landing_page_url":"http://hdl.handle.net/1854/LU-01HKYH95DXNAMDHXNBSP6W3SSW","pdf_url":"https://biblio.ugent.be/publication/01HKYH95DXNAMDHXNBSP6W3SSW/file/01HKYHA991HVB1PAS62SJ3RBD7.pdf","source":{"id":"https://openalex.org/S4306400478","display_name":"Ghent University Academic Bibliography (Ghent University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I32597200","host_organization_name":"Ghent University","host_organization_lineage":["https://openalex.org/I32597200"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ISBN: 9789897586507","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"doi:10.5220/0011838600003488","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0011838600003488","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 13th International Conference on Cloud Computing and Services Science","raw_type":"proceedings-article"},"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/W2806741695","https://openalex.org/W3210364259","https://openalex.org/W4290647774","https://openalex.org/W3189286258","https://openalex.org/W3207797160","https://openalex.org/W2912112202","https://openalex.org/W2667207928","https://openalex.org/W4300558037","https://openalex.org/W4377864969","https://openalex.org/W3030345572"],"abstract_inverted_index":{"Artificial":[0],"Intelligence":[1],"for":[2],"IT":[3],"Operations":[4],"(AIOps)":[5],"addresses":[6],"the":[7,72,94,98,133,143,154,166,186,198],"rising":[8],"complexity":[9],"of":[10,15,32,58,137,156,165],"cloud":[11],"computing":[12,83],"and":[13,23,40,74,110,114,118,135,159,172],"Internet":[14],"Things":[16],"by":[17,88],"assisting":[18],"DevOps":[19],"engineers":[20],"to":[21,36,60,84,93,149,178],"monitor":[22],"maintain":[24],"applications.":[25],"Machine":[26],"Learning":[27],"is":[28],"an":[29],"essential":[30],"part":[31],"AIOps,":[33],"enabling":[34],"it":[35,127],"perform":[37],"Anomaly":[38],"Detection":[39],"Root":[41],"Cause":[42],"Analysis.":[43],"These":[44],"techniques":[45,158],"are":[46],"often":[47],"executed":[48],"in":[49,66,76,120,181,194],"centralized":[50],"components,":[51],"however,":[52],"which":[53],"requires":[54],"transferring":[55],"vast":[56],"amounts":[57],"data":[59,151],"a":[61,107,111,129,146,162,191],"central":[62],"location.":[63],"This":[64,79,101],"increase":[65,193],"network":[67,73,99,182],"traffic":[68],"causes":[69],"strain":[70],"on":[71,185],"results":[75,175],"higher":[77],"latency.":[78],"paper":[80,102,144],"leverages":[81],"edge":[82,139],"address":[85],"this":[86,124],"issue":[87],"deploying":[89],"ML":[90,140],"models":[91],"closer":[92],"monitored":[95],"services,":[96],"reducing":[97],"overhead.":[100],"investigates":[103],"two":[104],"architectural":[105],"approaches:":[106],"sidecar":[108],"architecture":[109],"federated":[112],"architecture,":[113],"highlights":[115],"their":[116],"advantages":[117],"shortcomings":[119],"different":[121],"scenarios.":[122],"Taking":[123],"into":[125],"account,":[126],"proposes":[128],"framework":[130,168],"that":[131],"orchestrates":[132],"deployment":[134],"management":[136],"distributed":[138],"models.":[141],"Additionally,":[142],"introduces":[145],"Python":[147],"library":[148],"assist":[150],"scientists":[152],"during":[153],"development":[155],"AIOps":[157],"concludes":[160],"with":[161],"thorough":[163],"evaluation":[164],"resulting":[167],"towards":[169],"resource":[170,195],"consumption":[171],"scalability.":[173],"The":[174],"indicate":[176],"up":[177],"98.3%":[179],"reduction":[180],"usage":[183,196],"depending":[184],"configuration":[187],"used":[188],"while":[189],"maintaining":[190],"minimal":[192],"at":[197],"edge.":[199]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2026-04-16T08:26:57.006410","created_date":"2025-10-10T00:00:00"}
