{"id":"https://openalex.org/W4391889560","doi":"https://doi.org/10.1109/comsnets59351.2024.10427540","title":"Dynamic- X-Y: A Tool for Learning Dynamic Alert Suppression Policies in AIOps","display_name":"Dynamic- X-Y: A Tool for Learning Dynamic Alert Suppression Policies in AIOps","publication_year":2024,"publication_date":"2024-01-03","ids":{"openalex":"https://openalex.org/W4391889560","doi":"https://doi.org/10.1109/comsnets59351.2024.10427540"},"language":"en","primary_location":{"id":"doi:10.1109/comsnets59351.2024.10427540","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/comsnets59351.2024.10427540","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 16th International Conference on COMmunication Systems &amp; NETworkS (COMSNETS)","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/A5033648618","display_name":"Karan Bhukar","orcid":null},"institutions":[{"id":"https://openalex.org/I4210103279","display_name":"IBM Research - India","ror":"https://ror.org/014wt7r80","country_code":"IN","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210103279","https://openalex.org/I4210114115"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Karan Bhukar","raw_affiliation_strings":["IBM India Research Laboratory"],"affiliations":[{"raw_affiliation_string":"IBM India Research Laboratory","institution_ids":["https://openalex.org/I4210103279"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103451559","display_name":"Harshit Kumar","orcid":null},"institutions":[{"id":"https://openalex.org/I4210103279","display_name":"IBM Research - India","ror":"https://ror.org/014wt7r80","country_code":"IN","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210103279","https://openalex.org/I4210114115"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Harshit Kumar","raw_affiliation_strings":["IBM India Research Laboratory"],"affiliations":[{"raw_affiliation_string":"IBM India Research Laboratory","institution_ids":["https://openalex.org/I4210103279"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112259408","display_name":"Seema Nagar","orcid":null},"institutions":[{"id":"https://openalex.org/I4210103279","display_name":"IBM Research - India","ror":"https://ror.org/014wt7r80","country_code":"IN","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210103279","https://openalex.org/I4210114115"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Seema Nagar","raw_affiliation_strings":["IBM India Research Laboratory"],"affiliations":[{"raw_affiliation_string":"IBM India Research Laboratory","institution_ids":["https://openalex.org/I4210103279"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103269540","display_name":"Pooja Aggarwal","orcid":null},"institutions":[{"id":"https://openalex.org/I4210103279","display_name":"IBM Research - India","ror":"https://ror.org/014wt7r80","country_code":"IN","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210103279","https://openalex.org/I4210114115"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Pooja Aggarwal","raw_affiliation_strings":["IBM India Research Laboratory"],"affiliations":[{"raw_affiliation_string":"IBM India Research Laboratory","institution_ids":["https://openalex.org/I4210103279"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093944008","display_name":"Ian Manning","orcid":null},"institutions":[{"id":"https://openalex.org/I4210100977","display_name":"IBM (Ireland)","ror":"https://ror.org/0146h2h75","country_code":"IE","type":"company","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210100977"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Ian Manning","raw_affiliation_strings":["IBM Software,Cork,Ireland","IBM Software, Cork, Ireland"],"affiliations":[{"raw_affiliation_string":"IBM Software,Cork,Ireland","institution_ids":["https://openalex.org/I4210100977"]},{"raw_affiliation_string":"IBM Software, Cork, Ireland","institution_ids":["https://openalex.org/I4210100977"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042129919","display_name":"Rohan Arora","orcid":"https://orcid.org/0009-0007-4809-4930"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rohan Arora","raw_affiliation_strings":["IBM T.J. Watson Research Center,NY,USA","IBM T.J. Watson Research Center, NY, USA"],"affiliations":[{"raw_affiliation_string":"IBM T.J. Watson Research Center,NY,USA","institution_ids":[]},{"raw_affiliation_string":"IBM T.J. Watson Research Center, NY, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059002634","display_name":"Ruchi Mahindru","orcid":"https://orcid.org/0000-0002-4711-8829"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ruchi Mahindru","raw_affiliation_strings":["IBM T.J. Watson Research Center,NY,USA","IBM T.J. Watson Research Center, NY, USA"],"affiliations":[{"raw_affiliation_string":"IBM T.J. Watson Research Center,NY,USA","institution_ids":[]},{"raw_affiliation_string":"IBM T.J. Watson Research Center, NY, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064074691","display_name":"Amit Paradkar","orcid":"https://orcid.org/0000-0003-3707-8939"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Amit Paradkar","raw_affiliation_strings":["IBM T.J. Watson Research Center,NY,USA","IBM T.J. Watson Research Center, NY, USA"],"affiliations":[{"raw_affiliation_string":"IBM T.J. Watson Research Center,NY,USA","institution_ids":[]},{"raw_affiliation_string":"IBM T.J. Watson Research Center, NY, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093944009","display_name":"Matthew Thornhill","orcid":null},"institutions":[{"id":"https://openalex.org/I4210121844","display_name":"IBM (United Kingdom)","ror":"https://ror.org/02wat9f69","country_code":"GB","type":"company","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210121844"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Matthew Thornhill","raw_affiliation_strings":["IBM Software,London,UK","IBM Software, London, UK"],"affiliations":[{"raw_affiliation_string":"IBM Software,London,UK","institution_ids":["https://openalex.org/I4210121844"]},{"raw_affiliation_string":"IBM Software, London, UK","institution_ids":["https://openalex.org/I4210121844"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093944006","display_name":"Stephen Cook","orcid":null},"institutions":[{"id":"https://openalex.org/I4210121844","display_name":"IBM (United Kingdom)","ror":"https://ror.org/02wat9f69","country_code":"GB","type":"company","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210121844"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Stephen Cook","raw_affiliation_strings":["IBM Software,London,UK","IBM Software, London, UK"],"affiliations":[{"raw_affiliation_string":"IBM Software,London,UK","institution_ids":["https://openalex.org/I4210121844"]},{"raw_affiliation_string":"IBM Software, London, UK","institution_ids":["https://openalex.org/I4210121844"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5093944007","display_name":"Jack Buggins","orcid":null},"institutions":[{"id":"https://openalex.org/I4210121844","display_name":"IBM (United Kingdom)","ror":"https://ror.org/02wat9f69","country_code":"GB","type":"company","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210121844"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Jack Buggins","raw_affiliation_strings":["IBM Software,London,UK","IBM Software, London, UK"],"affiliations":[{"raw_affiliation_string":"IBM Software,London,UK","institution_ids":["https://openalex.org/I4210121844"]},{"raw_affiliation_string":"IBM Software, London, UK","institution_ids":["https://openalex.org/I4210121844"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":11,"corresponding_author_ids":["https://openalex.org/A5033648618"],"corresponding_institution_ids":["https://openalex.org/I4210103279"],"apc_list":null,"apc_paid":null,"fwci":0.7301,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.7280064,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"291","last_page":"293"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9652000069618225,"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"}},"topics":[{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9652000069618225,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.95660001039505,"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/T10906","display_name":"AI-based Problem Solving and Planning","score":0.9276000261306763,"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/computer-science","display_name":"Computer science","score":0.5935965776443481}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5935965776443481}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/comsnets59351.2024.10427540","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/comsnets59351.2024.10427540","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 16th International Conference on COMmunication Systems &amp; NETworkS (COMSNETS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":4,"referenced_works":["https://openalex.org/W1571851576","https://openalex.org/W3161337233","https://openalex.org/W4286357396","https://openalex.org/W4308731344"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W2382290278","https://openalex.org/W2478288626","https://openalex.org/W2350741829","https://openalex.org/W2530322880","https://openalex.org/W1596801655"],"abstract_inverted_index":{"Although":[0],"Cloud":[1],"Native":[2],"Network":[3],"functions":[4],"(CNFs)":[5],"provide":[6],"greater":[7],"agility,":[8],"manageability,":[9],"and":[10,17,31,38,58,101],"significantly":[11],"lower":[12],"operational":[13],"costs,":[14],"the":[15,59,126,139,145],"reliability":[16],"performance":[18],"assurance":[19],"is":[20],"getting":[21],"increasingly":[22],"complex,":[23],"therefore":[24],"observability":[25],"tools":[26],"are":[27],"needed":[28],"to":[29,49,54,104],"monitor":[30],"detect":[32],"anomalous":[33],"events,":[34],"triggering":[35],"alert":[36,55,69,94,99,112],"notifications":[37,46],"creation":[39],"of":[40,44,61,119,141],"incidents.":[41],"However,":[42],"most":[43],"these":[45],"turn":[47],"out":[48],"be":[50],"false":[51],"alarms,":[52],"leading":[53],"fatigue,":[56],"inefficiencies,":[57],"risk":[60],"missing":[62],"critical":[63],"alerts.":[64],"Existing":[65],"approaches":[66],"for":[67],"reducing":[68,110],"noise":[70],"rely":[71],"on":[72],"static":[73],"policies":[74,96],"that":[75],"can":[76],"quickly":[77],"become":[78],"outdated":[79],"in":[80,121],"dynamic":[81,93],"IT":[82],"environments.":[83],"We":[84],"demonstrate":[85],"a":[86,129,135],"novel":[87],"unsupervised":[88],"approach,":[89],"Dynamic-X-Y,":[90],"which":[91],"learns":[92],"suppression":[95],"from":[97],"historical":[98],"data":[100],"applies":[102],"them":[103],"incoming":[105],"events/alerts":[106],"at":[107],"runtime,":[108],"thereby":[109],"unnecessary":[111],"notifications.":[113],"Our":[114],"approach":[115,143],"achieves":[116],"an":[117],"accuracy":[118],"93.93%":[120],"identifying":[122],"correct":[123],"alerts,":[124],"outperforming":[125],"baselines":[127],"by":[128],"significant":[130],"margin.":[131],"Additionally,":[132],"we":[133],"present":[134],"case":[136],"study":[137],"demonstrating":[138],"effectiveness":[140],"our":[142],"vis-a-vis":[144],"No-Sunnression":[146],"annroach.":[147]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2025-12-25T23:11:45.687758","created_date":"2025-10-10T00:00:00"}
