{"id":"https://openalex.org/W1574249233","doi":"https://doi.org/10.1109/inm.2015.7140318","title":"Predicting real-time service-level metrics from device statistics","display_name":"Predicting real-time service-level metrics from device statistics","publication_year":2015,"publication_date":"2015-05-01","ids":{"openalex":"https://openalex.org/W1574249233","doi":"https://doi.org/10.1109/inm.2015.7140318","mag":"1574249233"},"language":"en","primary_location":{"id":"doi:10.1109/inm.2015.7140318","is_oa":false,"landing_page_url":"https://doi.org/10.1109/inm.2015.7140318","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 IFIP/IEEE International Symposium on Integrated Network Management (IM)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://urn.kb.se/resolve?urn=urn:nbn:se:kth:diva-152637","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5080199544","display_name":"Rerngvit Yanggratoke","orcid":"https://orcid.org/0000-0002-2680-9065"},"institutions":[{"id":"https://openalex.org/I86987016","display_name":"KTH Royal Institute of Technology","ror":"https://ror.org/026vcq606","country_code":"SE","type":"education","lineage":["https://openalex.org/I86987016"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Rerngvit Yanggratoke","raw_affiliation_strings":["ACCESS Linnaeus Center, KTH Royal Institute of Technology, Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ACCESS Linnaeus Center, KTH Royal Institute of Technology, Sweden","institution_ids":["https://openalex.org/I86987016"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113495485","display_name":"Jawwad Ahmed","orcid":null},"institutions":[{"id":"https://openalex.org/I1306339040","display_name":"Ericsson (Sweden)","ror":"https://ror.org/05a7rhx54","country_code":"SE","type":"company","lineage":["https://openalex.org/I1306339040"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Jawwad Ahmed","raw_affiliation_strings":["Ericsson Research, Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ericsson Research, Sweden","institution_ids":["https://openalex.org/I1306339040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069269787","display_name":"John Ardelius","orcid":null},"institutions":[{"id":"https://openalex.org/I2800780207","display_name":"Swedish Institute","ror":"https://ror.org/022w3f533","country_code":"SE","type":"government","lineage":["https://openalex.org/I2800780207"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"John Ardelius","raw_affiliation_strings":["Swedish Institute of Computer Science (SICS), Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Swedish Institute of Computer Science (SICS), Sweden","institution_ids":["https://openalex.org/I2800780207"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072722754","display_name":"Christofer Flinta","orcid":null},"institutions":[{"id":"https://openalex.org/I1306339040","display_name":"Ericsson (Sweden)","ror":"https://ror.org/05a7rhx54","country_code":"SE","type":"company","lineage":["https://openalex.org/I1306339040"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Christofer Flinta","raw_affiliation_strings":["Ericsson Research, Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ericsson Research, Sweden","institution_ids":["https://openalex.org/I1306339040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023887843","display_name":"Andreas Johnsson","orcid":"https://orcid.org/0000-0003-3743-9431"},"institutions":[{"id":"https://openalex.org/I1306339040","display_name":"Ericsson (Sweden)","ror":"https://ror.org/05a7rhx54","country_code":"SE","type":"company","lineage":["https://openalex.org/I1306339040"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Andreas Johnsson","raw_affiliation_strings":["Ericsson Research, Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ericsson Research, Sweden","institution_ids":["https://openalex.org/I1306339040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068280922","display_name":"Daniel Gillblad","orcid":"https://orcid.org/0000-0001-8952-3542"},"institutions":[{"id":"https://openalex.org/I2800780207","display_name":"Swedish Institute","ror":"https://ror.org/022w3f533","country_code":"SE","type":"government","lineage":["https://openalex.org/I2800780207"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Daniel Gillblad","raw_affiliation_strings":["Swedish Institute of Computer Science (SICS), Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Swedish Institute of Computer Science (SICS), Sweden","institution_ids":["https://openalex.org/I2800780207"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035040105","display_name":"Rolf Stadler","orcid":"https://orcid.org/0000-0001-6039-8493"},"institutions":[{"id":"https://openalex.org/I2800780207","display_name":"Swedish Institute","ror":"https://ror.org/022w3f533","country_code":"SE","type":"government","lineage":["https://openalex.org/I2800780207"]},{"id":"https://openalex.org/I86987016","display_name":"KTH Royal Institute of Technology","ror":"https://ror.org/026vcq606","country_code":"SE","type":"education","lineage":["https://openalex.org/I86987016"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Rolf Stadler","raw_affiliation_strings":["ACCESS Linnaeus Center, KTH Royal Institute of Technology, Sweden","Swedish Institute of Computer Science (SICS), Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ACCESS Linnaeus Center, KTH Royal Institute of Technology, Sweden","institution_ids":["https://openalex.org/I86987016"]},{"raw_affiliation_string":"Swedish Institute of Computer Science (SICS), Sweden","institution_ids":["https://openalex.org/I2800780207"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":6.6624,"has_fulltext":false,"cited_by_count":27,"citation_normalized_percentile":{"value":0.96881101,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"414","last_page":"422"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","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/T12127","display_name":"Software System Performance and Reliability","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":0.9951000213623047,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9940999746322632,"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/computer-science","display_name":"Computer science","score":0.8047794103622437},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.5667321681976318},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.5625137686729431},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.4864523112773895},{"id":"https://openalex.org/keywords/frame","display_name":"Frame (networking)","score":0.48575833439826965},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.44895800948143005},{"id":"https://openalex.org/keywords/instrumentation","display_name":"Instrumentation (computer programming)","score":0.44681692123413086},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.43705278635025024},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4000794291496277},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.32041746377944946},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.2371545433998108},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.22241666913032532}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8047794103622437},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.5667321681976318},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.5625137686729431},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.4864523112773895},{"id":"https://openalex.org/C126042441","wikidata":"https://www.wikidata.org/wiki/Q1324888","display_name":"Frame (networking)","level":2,"score":0.48575833439826965},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.44895800948143005},{"id":"https://openalex.org/C118530786","wikidata":"https://www.wikidata.org/wiki/Q1134732","display_name":"Instrumentation (computer programming)","level":2,"score":0.44681692123413086},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.43705278635025024},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4000794291496277},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.32041746377944946},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.2371545433998108},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.22241666913032532},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C136264566","wikidata":"https://www.wikidata.org/wiki/Q159810","display_name":"Economy","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/inm.2015.7140318","is_oa":false,"landing_page_url":"https://doi.org/10.1109/inm.2015.7140318","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 IFIP/IEEE International Symposium on Integrated Network Management (IM)","raw_type":"proceedings-article"},{"id":"pmh:oai:DiVA.org:kth-152637","is_oa":true,"landing_page_url":"http://urn.kb.se/resolve?urn=urn:nbn:se:kth:diva-152637","pdf_url":null,"source":{"id":"https://openalex.org/S4306401559","display_name":"KTH Publication Database DiVA (KTH Royal Institute of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Report"},{"id":"pmh:oai:DiVA.org:kth-158063","is_oa":true,"landing_page_url":"http://urn.kb.se/resolve?urn=urn:nbn:se:kth:diva-158063","pdf_url":null,"source":{"id":"https://openalex.org/S4306401559","display_name":"KTH Publication Database DiVA (KTH Royal Institute of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference paper"},{"id":"pmh:oai:DiVA.org:ri-24379","is_oa":true,"landing_page_url":"http://urn.kb.se/resolve?urn=urn:nbn:se:ri:diva-24379","pdf_url":null,"source":{"id":"https://openalex.org/S4306401559","display_name":"KTH Publication Database DiVA (KTH Royal Institute of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:DiVA.org:kth-152637","is_oa":true,"landing_page_url":"http://urn.kb.se/resolve?urn=urn:nbn:se:kth:diva-152637","pdf_url":null,"source":{"id":"https://openalex.org/S4306401559","display_name":"KTH Publication Database DiVA (KTH Royal Institute of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Report"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.5199999809265137,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W273955616","https://openalex.org/W1480376833","https://openalex.org/W1492815834","https://openalex.org/W1971206108","https://openalex.org/W1986197894","https://openalex.org/W1988641866","https://openalex.org/W2001140515","https://openalex.org/W2011331177","https://openalex.org/W2097360283","https://openalex.org/W2100779981","https://openalex.org/W2112758901","https://openalex.org/W2129096561","https://openalex.org/W2135046866","https://openalex.org/W2136348220","https://openalex.org/W2146627042","https://openalex.org/W2154461858","https://openalex.org/W2157777898","https://openalex.org/W2165106606","https://openalex.org/W2165723722","https://openalex.org/W2168934464","https://openalex.org/W2487770199","https://openalex.org/W2911964244","https://openalex.org/W2997322057","https://openalex.org/W3204438512","https://openalex.org/W4294541781","https://openalex.org/W6610017368","https://openalex.org/W6675251851"],"related_works":["https://openalex.org/W4244478748","https://openalex.org/W2092530219","https://openalex.org/W562823126","https://openalex.org/W2106037662","https://openalex.org/W1530419332","https://openalex.org/W2045782830","https://openalex.org/W2143942744","https://openalex.org/W2388464034","https://openalex.org/W2165392093","https://openalex.org/W2469134140"],"abstract_inverted_index":{"While":[0,100],"real-time":[1],"service":[2,79,92],"assurance":[3],"is":[4,19,39,105],"critical":[5],"for":[6,16,54,76],"emerging":[7],"telecom":[8],"cloud":[9],"services,":[10],"understanding":[11],"and":[12,51,72,98,126,140],"predicting":[13,118],"performance":[14],"metrics":[15,53,75],"such":[17,121],"services":[18,55],"hard.":[20],"In":[21],"this":[22],"paper,":[23],"we":[24,61,84],"pursue":[25],"an":[26],"approach":[27,96],"based":[28],"upon":[29],"statistical":[30],"learning":[31],"whereby":[32],"the":[33,36,114],"behavior":[34],"of":[35,68,87,116],"target":[37],"system":[38],"learned":[40],"from":[41,48,64,143],"observations.":[42],"We":[43],"use":[44],"methods":[45],"that":[46,83],"learn":[47],"device":[49],"statistics":[50,63],"predict":[52,73],"running":[56],"on":[57],"these":[58],"devices.":[59],"Specifically,":[60],"collect":[62,85],"a":[65,69,77],"Linux":[66],"kernel":[67,88],"server":[70],"machine":[71],"client-side":[74,119],"video-streaming":[78],"(VLC).":[80],"The":[81],"fact":[82],"thousands":[86],"variables,":[89],"while":[90],"omitting":[91],"instrumentation,":[93],"makes":[94],"our":[95,101,107],"service-independent":[97],"unique.":[99],"current":[102],"lab":[103],"configuration":[104],"simple,":[106],"results,":[108],"gained":[109],"through":[110],"extensive":[111],"experimentation,":[112],"prove":[113],"feasibility":[115],"accurately":[117],"metrics,":[120],"as":[122],"video":[123],"frame":[124],"rates":[125],"RTP":[127],"packet":[128],"rates,":[129],"often":[130],"within":[131],"10-15%":[132],"error":[133],"(NMAE),":[134],"also":[135],"under":[136],"high":[137],"computational":[138],"load":[139],"across":[141],"traces":[142],"different":[144],"scenarios.":[145]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":6},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":8}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
