{"id":"https://openalex.org/W2980549496","doi":"https://doi.org/10.1145/3349611.3355547","title":"Estimating Video Streaming QoE in the 5G Architecture Using Machine Learning","display_name":"Estimating Video Streaming QoE in the 5G Architecture Using Machine Learning","publication_year":2019,"publication_date":"2019-10-04","ids":{"openalex":"https://openalex.org/W2980549496","doi":"https://doi.org/10.1145/3349611.3355547","mag":"2980549496"},"language":"en","primary_location":{"id":"doi:10.1145/3349611.3355547","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3349611.3355547","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 4th Internet-QoE Workshop on QoE-based Analysis and Management of Data Communication Networks","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hdl.handle.net/11250/2647858","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5040544054","display_name":"Susanna Schwarzmann","orcid":"https://orcid.org/0000-0002-3705-7559"},"institutions":[{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Susanna Schwarzmann","raw_affiliation_strings":["TU Berlin, Berlin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"TU Berlin, Berlin, Germany","institution_ids":["https://openalex.org/I4577782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068855838","display_name":"Clarissa Cassales Marquezan","orcid":null},"institutions":[{"id":"https://openalex.org/I4210129353","display_name":"Huawei Technologies (Germany)","ror":"https://ror.org/038cdme44","country_code":"DE","type":"company","lineage":["https://openalex.org/I2250955327","https://openalex.org/I4210129353"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Clarissa Cassales Marquezan","raw_affiliation_strings":["Huawei Technologies Germany, Munich, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Huawei Technologies Germany, Munich, Germany","institution_ids":["https://openalex.org/I4210129353"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019728453","display_name":"Marcin Bosk","orcid":"https://orcid.org/0000-0001-6754-9098"},"institutions":[{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Marcin Bosk","raw_affiliation_strings":["TU Berlin, Berlin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"TU Berlin, Berlin, Germany","institution_ids":["https://openalex.org/I4577782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032025977","display_name":"Huiran Liu","orcid":"https://orcid.org/0000-0002-4081-918X"},"institutions":[{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Huiran Liu","raw_affiliation_strings":["TU Berlin, Berlin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"TU Berlin, Berlin, Germany","institution_ids":["https://openalex.org/I4577782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089631314","display_name":"Riccardo Trivisonno","orcid":"https://orcid.org/0000-0003-4190-5781"},"institutions":[{"id":"https://openalex.org/I4210129353","display_name":"Huawei Technologies (Germany)","ror":"https://ror.org/038cdme44","country_code":"DE","type":"company","lineage":["https://openalex.org/I2250955327","https://openalex.org/I4210129353"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Riccardo Trivisonno","raw_affiliation_strings":["Huawei Technologies Germany, Munich, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Huawei Technologies Germany, Munich, Germany","institution_ids":["https://openalex.org/I4210129353"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016804745","display_name":"Thomas Zinner","orcid":"https://orcid.org/0000-0002-4179-4105"},"institutions":[{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Thomas Zinner","raw_affiliation_strings":["TU Berlin, Berlin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"TU Berlin, Berlin, Germany","institution_ids":["https://openalex.org/I4577782"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.1355,"has_fulltext":false,"cited_by_count":36,"citation_normalized_percentile":{"value":0.90372715,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"7","last_page":"12"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11165","display_name":"Image and Video Quality Assessment","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T11165","display_name":"Image and Video Quality Assessment","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T13731","display_name":"Advanced Computing and Algorithms","score":0.9726999998092651,"subfield":{"id":"https://openalex.org/subfields/3322","display_name":"Urban Studies"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10138","display_name":"Network Traffic and Congestion Control","score":0.9700000286102295,"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":0.859384298324585},{"id":"https://openalex.org/keywords/quality-of-experience","display_name":"Quality of experience","score":0.7427350878715515},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.5299787521362305},{"id":"https://openalex.org/keywords/relevance","display_name":"Relevance (law)","score":0.48727595806121826},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.4729171395301819},{"id":"https://openalex.org/keywords/cellular-network","display_name":"Cellular network","score":0.47272080183029175},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.43818947672843933},{"id":"https://openalex.org/keywords/estimation","display_name":"Estimation","score":0.4357413649559021},{"id":"https://openalex.org/keywords/mobile-telephony","display_name":"Mobile telephony","score":0.43317604064941406},{"id":"https://openalex.org/keywords/video-streaming","display_name":"Video streaming","score":0.43291425704956055},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.36945462226867676},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3638978600502014},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.2962745428085327},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.26753169298171997},{"id":"https://openalex.org/keywords/mobile-radio","display_name":"Mobile radio","score":0.16507458686828613},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.1310955286026001}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.859384298324585},{"id":"https://openalex.org/C2779333187","wikidata":"https://www.wikidata.org/wiki/Q3132648","display_name":"Quality of experience","level":3,"score":0.7427350878715515},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.5299787521362305},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.48727595806121826},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.4729171395301819},{"id":"https://openalex.org/C153646914","wikidata":"https://www.wikidata.org/wiki/Q535695","display_name":"Cellular network","level":2,"score":0.47272080183029175},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.43818947672843933},{"id":"https://openalex.org/C96250715","wikidata":"https://www.wikidata.org/wiki/Q965330","display_name":"Estimation","level":2,"score":0.4357413649559021},{"id":"https://openalex.org/C95491727","wikidata":"https://www.wikidata.org/wiki/Q992968","display_name":"Mobile telephony","level":3,"score":0.43317604064941406},{"id":"https://openalex.org/C2986160907","wikidata":"https://www.wikidata.org/wiki/Q220499","display_name":"Video streaming","level":2,"score":0.43291425704956055},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36945462226867676},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3638978600502014},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.2962745428085327},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.26753169298171997},{"id":"https://openalex.org/C2781307350","wikidata":"https://www.wikidata.org/wiki/Q6887221","display_name":"Mobile radio","level":2,"score":0.16507458686828613},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.1310955286026001},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","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/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3349611.3355547","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3349611.3355547","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 4th Internet-QoE Workshop on QoE-based Analysis and Management of Data Communication Networks","raw_type":"proceedings-article"},{"id":"pmh:oai:ntnuopen.ntnu.no:11250/2647858","is_oa":true,"landing_page_url":"https://hdl.handle.net/11250/2647858","pdf_url":null,"source":{"id":"https://openalex.org/S4306401716","display_name":"Duo Research Archive (University of Oslo)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I184942183","host_organization_name":"University of Oslo","host_organization_lineage":["https://openalex.org/I184942183"],"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":"info:eu-repo/semantics/bookPart"}],"best_oa_location":{"id":"pmh:oai:ntnuopen.ntnu.no:11250/2647858","is_oa":true,"landing_page_url":"https://hdl.handle.net/11250/2647858","pdf_url":null,"source":{"id":"https://openalex.org/S4306401716","display_name":"Duo Research Archive (University of Oslo)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I184942183","host_organization_name":"University of Oslo","host_organization_lineage":["https://openalex.org/I184942183"],"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":"info:eu-repo/semantics/bookPart"},"sustainable_development_goals":[{"score":0.41999998688697815,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W1923594657","https://openalex.org/W2026549660","https://openalex.org/W2102041666","https://openalex.org/W2154053567","https://openalex.org/W2270330859","https://openalex.org/W2291445757","https://openalex.org/W2471925936","https://openalex.org/W2555248751","https://openalex.org/W2610855322","https://openalex.org/W2740604066","https://openalex.org/W2773722012","https://openalex.org/W2795658001","https://openalex.org/W2799095784","https://openalex.org/W2801164385","https://openalex.org/W2810598854","https://openalex.org/W2898499449","https://openalex.org/W2903500163","https://openalex.org/W2907041159","https://openalex.org/W2910790589","https://openalex.org/W2935899418","https://openalex.org/W2943884085","https://openalex.org/W2951955003","https://openalex.org/W2982546963","https://openalex.org/W3023058184","https://openalex.org/W3194090864","https://openalex.org/W4292023222"],"related_works":["https://openalex.org/W2911902392","https://openalex.org/W3164102603","https://openalex.org/W2374646538","https://openalex.org/W1972070263","https://openalex.org/W2316420705","https://openalex.org/W2296687933","https://openalex.org/W2293038204","https://openalex.org/W2750003027","https://openalex.org/W2011059428","https://openalex.org/W2912413378"],"abstract_inverted_index":{"Compared":[0],"to":[1,70,118,132],"earlier":[2],"mobile":[3,104],"network":[4,18],"generations,":[5],"the":[6,15,88,121,134],"5G":[7,58,80,127],"system":[8],"architecture":[9],"has":[10,110],"been":[11,111],"significantly":[12],"enhanced":[13],"by":[14],"introduction":[16],"of":[17,25,40,90,123,143],"analytics":[19],"functionalities":[20],"and":[21,47,64,73,98,130],"ex-":[22],"tended":[23],"capabilities":[24],"interacting":[26],"with":[27,113],"third":[28],"party":[29],"Application":[30],"Functions":[31],"(AFs).":[32],"Combining":[33],"these":[34],"capabilities,":[35],"new":[36],"features":[37,124],"for":[38,82,95,102,115,139],"Quality":[39],"Experience":[41],"(QoE)":[42],"estimation":[43,97,136],"can":[44,60,76],"be":[45,77],"designed":[46],"introduced":[48],"in":[49,79],"next":[50],"generation":[51],"networks.":[52],"It":[53],"is,":[54],"however,":[55],"unclear":[56],"how":[57,67],"networks":[59],"collect":[61],"monitoring":[62,128],"data":[63,129],"application":[65],"metrics,":[66],"they":[68],"correlate":[69],"each":[71],"other,":[72],"which":[74],"techniques":[75,94],"used":[78,144],"systems":[81],"QoE":[83,96,135],"estimation.":[84],"This":[85],"paper":[86],"studies":[87],"feasibility":[89],"Machine":[91],"Learning":[92],"(ML)":[93],"evaluates":[99],"their":[100],"performance":[101],"a":[103,140],"video":[105],"streaming":[106],"use-case.":[107],"A":[108],"simulator":[109],"implemented":[112],"OMNeT++":[114],"generating":[116],"traces":[117],"(i)":[119],"examine":[120],"relevance":[122],"generated":[125],"from":[126],"(ii)":[131],"study":[133],"accuracy":[137],"(iii)":[138],"variable":[141],"number":[142],"features.":[145]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":10},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":4}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
