{"id":"https://openalex.org/W2891853846","doi":"https://doi.org/10.1109/netsoft.2018.8460047","title":"DARN: Dynamic Baselines for Real-time Network Monitoring","display_name":"DARN: Dynamic Baselines for Real-time Network Monitoring","publication_year":2018,"publication_date":"2018-06-01","ids":{"openalex":"https://openalex.org/W2891853846","doi":"https://doi.org/10.1109/netsoft.2018.8460047","mag":"2891853846"},"language":"en","primary_location":{"id":"doi:10.1109/netsoft.2018.8460047","is_oa":false,"landing_page_url":"https://doi.org/10.1109/netsoft.2018.8460047","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 4th IEEE Conference on Network Softwarization and Workshops (NetSoft)","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/A5010194411","display_name":"Rashid Mijumbi","orcid":"https://orcid.org/0000-0002-0797-9034"},"institutions":[{"id":"https://openalex.org/I4210105201","display_name":"Nokia (Ireland)","ror":"https://ror.org/01dcaj468","country_code":"IE","type":"company","lineage":["https://openalex.org/I2738502077","https://openalex.org/I4210105201"]}],"countries":["IE"],"is_corresponding":true,"raw_author_name":"Rashid Mijumbi","raw_affiliation_strings":["Software and Systems Reliability Engineering, Nokia, Dublin, Ireland"],"affiliations":[{"raw_affiliation_string":"Software and Systems Reliability Engineering, Nokia, Dublin, Ireland","institution_ids":["https://openalex.org/I4210105201"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062618863","display_name":"Abhaya Asthana","orcid":null},"institutions":[{"id":"https://openalex.org/I72090969","display_name":"Nokia (United States)","ror":"https://ror.org/038km2573","country_code":"US","type":"company","lineage":["https://openalex.org/I2738502077","https://openalex.org/I72090969"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Abhaya Asthana","raw_affiliation_strings":["Software and Systems Reliability Engineering, Nokia, Westford, USA"],"affiliations":[{"raw_affiliation_string":"Software and Systems Reliability Engineering, Nokia, Westford, USA","institution_ids":["https://openalex.org/I72090969"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075721724","display_name":"Markku Koivunen","orcid":null},"institutions":[{"id":"https://openalex.org/I2738502077","display_name":"Nokia (Finland)","ror":"https://ror.org/04pkc8m17","country_code":"FI","type":"company","lineage":["https://openalex.org/I2738502077"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Markku Koivunen","raw_affiliation_strings":["Nokia Solutions and Networks, Espoo, Finland"],"affiliations":[{"raw_affiliation_string":"Nokia Solutions and Networks, Espoo, Finland","institution_ids":["https://openalex.org/I2738502077"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084171028","display_name":"Fu Haiyong","orcid":null},"institutions":[{"id":"https://openalex.org/I4210099903","display_name":"Nokia (China)","ror":"https://ror.org/01607kg94","country_code":"CN","type":"company","lineage":["https://openalex.org/I2738502077","https://openalex.org/I4210099903"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fu Haiyong","raw_affiliation_strings":["Nokia Solutions and Networks, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"Nokia Solutions and Networks, Chengdu, China","institution_ids":["https://openalex.org/I4210099903"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5020924711","display_name":"Zhu Norman","orcid":null},"institutions":[{"id":"https://openalex.org/I4210099903","display_name":"Nokia (China)","ror":"https://ror.org/01607kg94","country_code":"CN","type":"company","lineage":["https://openalex.org/I2738502077","https://openalex.org/I4210099903"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhu Norman","raw_affiliation_strings":["Nokia Solutions and Networks, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"Nokia Solutions and Networks, Chengdu, China","institution_ids":["https://openalex.org/I4210099903"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5010194411"],"corresponding_institution_ids":["https://openalex.org/I4210105201"],"apc_list":null,"apc_paid":null,"fwci":1.1302,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.79211964,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"37","last_page":"45"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10138","display_name":"Network Traffic and Congestion Control","score":0.9987000226974487,"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/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.9984999895095825,"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":0.8467865586280823},{"id":"https://openalex.org/keywords/baseline","display_name":"Baseline (sea)","score":0.7884697914123535},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.7090624570846558},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.6731263995170593},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.597988486289978},{"id":"https://openalex.org/keywords/network-monitoring","display_name":"Network monitoring","score":0.5653116106987},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.5565099716186523},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5546765923500061},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.4795403480529785},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.45329493284225464},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.4101749658584595},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.1818656325340271}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8467865586280823},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.7884697914123535},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.7090624570846558},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.6731263995170593},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.597988486289978},{"id":"https://openalex.org/C81877898","wikidata":"https://www.wikidata.org/wiki/Q1965787","display_name":"Network monitoring","level":2,"score":0.5653116106987},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.5565099716186523},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5546765923500061},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.4795403480529785},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.45329493284225464},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.4101749658584595},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.1818656325340271},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.0},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/netsoft.2018.8460047","is_oa":false,"landing_page_url":"https://doi.org/10.1109/netsoft.2018.8460047","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 4th IEEE Conference on Network Softwarization and Workshops (NetSoft)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.41999998688697815,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W1580319173","https://openalex.org/W1649142356","https://openalex.org/W1986316936","https://openalex.org/W1989417520","https://openalex.org/W2014703957","https://openalex.org/W2043342729","https://openalex.org/W2057433950","https://openalex.org/W2064675550","https://openalex.org/W2079662306","https://openalex.org/W2085987121","https://openalex.org/W2126521072","https://openalex.org/W2157836487","https://openalex.org/W2234017516","https://openalex.org/W2333079009","https://openalex.org/W2531361673","https://openalex.org/W2542413292","https://openalex.org/W2543152005","https://openalex.org/W2573587735","https://openalex.org/W2586630827","https://openalex.org/W4241115065","https://openalex.org/W6636811153","https://openalex.org/W6683224134","https://openalex.org/W6728396080"],"related_works":["https://openalex.org/W2770234245","https://openalex.org/W96612179","https://openalex.org/W4229499248","https://openalex.org/W2566006169","https://openalex.org/W2383111961","https://openalex.org/W2365952365","https://openalex.org/W1567818861","https://openalex.org/W2987774938","https://openalex.org/W2352448290","https://openalex.org/W4256492088"],"abstract_inverted_index":{"Network":[0],"monitoring":[1,23],"is":[2,25],"necessary":[3],"so":[4],"as":[5],"to":[6,39,68,85,92,158,173,185],"ensure":[7],"high":[8],"reliability":[9,126],"and":[10,58,71,78,103,127,137,145,188],"availability":[11],"in":[12,87,182,192],"telecom":[13],"networks.":[14],"One":[15],"of":[16,28,60,95,110,139,143,176],"the":[17,26,83,93,108,134],"main":[18],"challenges":[19],"posed":[20],"by":[21],"state-of-the-art":[22],"tools":[24],"creation":[27],"network":[29,52,76,88,111,125,153],"baselines.":[30],"Such":[31],"baselines":[32,73,97,100,154],"include":[33],"thresholds":[34,84],"that":[35,152],"can":[36],"be":[37],"used":[38],"determine":[40,70],"whether":[41],"monitored":[42],"values":[43],"(with":[44],"a":[45,141,168,179,189],"given":[46],"context,":[47],"e.g.":[48],"time)":[49],"represent":[50],"normal":[51],"operation":[53],"or":[54],"not.":[55],"The":[56],"size":[57],"complexity":[59],"current":[61],"(and":[62],"future)":[63],"networks":[64],"makes":[65],"it":[66],"infeasible":[67],"manually":[69],"set":[72],"for":[74,124],"each":[75],"operator":[77],"metric,":[79],"let":[80],"alone":[81],"adapting":[82],"changes":[86],"conditions.":[89],"This":[90,113],"leads":[91],"use":[94],"default":[96],"and/or":[98],"setting":[99],"only":[101,116],"once":[102],"never":[104],"changing":[105],"them":[106],"throughout":[107],"lifetime":[109],"elements.":[112],"does":[114],"not":[115],"cause":[117],"inefficient":[118],"operation,":[119],"but":[120],"could":[121],"have":[122],"implications":[123],"availability.":[128],"In":[129],"this":[130],"paper,":[131],"we":[132],"present":[133],"design,":[135],"implementation,":[136],"evaluation":[138],"DARN:":[140],"collection":[142],"analytics":[144],"machine":[146],"learning-based":[147],"algorithms":[148],"aimed":[149],"at":[150],"ensuring":[151],"are":[155],"automatically":[156],"adapted":[157],"different":[159],"metric":[160],"evolution.":[161],"DARN":[162],"has":[163],"been":[164],"comprehensively":[165],"evaluated":[166],"on":[167],"deployment":[169],"with":[170],"real":[171],"traffic":[172],"confirm":[174],"accuracy":[175,183],"generated":[177],"baselines,":[178],"22%":[180],"improvement":[181],"due":[184],"baseline":[186],"adaptation,":[187],"72%":[190],"reduction":[191],"false":[193],"alarms.":[194]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":5}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
