{"id":"https://openalex.org/W4387885697","doi":"https://doi.org/10.1109/tnsm.2023.3326664","title":"Improving the Transfer of Machine Learning-Based Video QoE Estimation Across Diverse Networks","display_name":"Improving the Transfer of Machine Learning-Based Video QoE Estimation Across Diverse Networks","publication_year":2023,"publication_date":"2023-10-23","ids":{"openalex":"https://openalex.org/W4387885697","doi":"https://doi.org/10.1109/tnsm.2023.3326664"},"language":"en","primary_location":{"id":"doi:10.1109/tnsm.2023.3326664","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tnsm.2023.3326664","pdf_url":"https://ieeexplore.ieee.org/ielx7/4275028/5699970/10290947.pdf","source":{"id":"https://openalex.org/S173527311","display_name":"IEEE Transactions on Network and Service Management","issn_l":"1932-4537","issn":["1932-4537","2373-7379"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Network and Service Management","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ieeexplore.ieee.org/ielx7/4275028/5699970/10290947.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5010332473","display_name":"Michael Seufert","orcid":"https://orcid.org/0000-0002-5036-5206"},"institutions":[{"id":"https://openalex.org/I179225836","display_name":"University of Augsburg","ror":"https://ror.org/03p14d497","country_code":"DE","type":"education","lineage":["https://openalex.org/I179225836"]},{"id":"https://openalex.org/I25974101","display_name":"University of W\u00fcrzburg","ror":"https://ror.org/00fbnyb24","country_code":"DE","type":"education","lineage":["https://openalex.org/I25974101"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Michael Seufert","raw_affiliation_strings":["Chair of Communication Networks, University of Würzburg, Würzburg, Germany","University of Augsburg, Chair of Networked Embedded Systems and Communication Systems, Augsburg, Germany"],"raw_orcid":"https://orcid.org/0000-0002-5036-5206","affiliations":[{"raw_affiliation_string":"Chair of Communication Networks, University of Würzburg, Würzburg, Germany","institution_ids":["https://openalex.org/I25974101"]},{"raw_affiliation_string":"University of Augsburg, Chair of Networked Embedded Systems and Communication Systems, Augsburg, Germany","institution_ids":["https://openalex.org/I179225836"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037305430","display_name":"Irena Or\u0161oli\u0107","orcid":"https://orcid.org/0000-0002-5707-3679"},"institutions":[{"id":"https://openalex.org/I181343428","display_name":"University of Zagreb","ror":"https://ror.org/00mv6sv71","country_code":"HR","type":"education","lineage":["https://openalex.org/I181343428"]}],"countries":["HR"],"is_corresponding":false,"raw_author_name":"Irena Orsolic","raw_affiliation_strings":["Faculty of Electrical Engineering and Computing, University of Zagreb, Zagreb, Croatia","University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, Croatia"],"raw_orcid":"https://orcid.org/0000-0002-5707-3679","affiliations":[{"raw_affiliation_string":"Faculty of Electrical Engineering and Computing, University of Zagreb, Zagreb, Croatia","institution_ids":["https://openalex.org/I181343428"]},{"raw_affiliation_string":"University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, Croatia","institution_ids":["https://openalex.org/I181343428"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5010332473"],"corresponding_institution_ids":["https://openalex.org/I179225836","https://openalex.org/I25974101"],"apc_list":null,"apc_paid":{"value":2323,"currency":"EUR","value_usd":2505},"fwci":0.7065,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.72686696,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"21","issue":"3","first_page":"2824","last_page":"2836"},"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/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.9973000288009644,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9965999722480774,"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":0.8869025707244873},{"id":"https://openalex.org/keywords/quality-of-experience","display_name":"Quality of experience","score":0.6986154317855835},{"id":"https://openalex.org/keywords/performance-indicator","display_name":"Performance indicator","score":0.6003684401512146},{"id":"https://openalex.org/keywords/encryption","display_name":"Encryption","score":0.5920049548149109},{"id":"https://openalex.org/keywords/ground-truth","display_name":"Ground truth","score":0.5526033639907837},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5381823778152466},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5268220901489258},{"id":"https://openalex.org/keywords/network-performance","display_name":"Network performance","score":0.45718878507614136},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4451858401298523},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.43314042687416077},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4300963878631592},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3754892945289612},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.36653661727905273},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34509602189064026},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.3059515953063965}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8869025707244873},{"id":"https://openalex.org/C2779333187","wikidata":"https://www.wikidata.org/wiki/Q3132648","display_name":"Quality of experience","level":3,"score":0.6986154317855835},{"id":"https://openalex.org/C135510737","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Performance indicator","level":2,"score":0.6003684401512146},{"id":"https://openalex.org/C148730421","wikidata":"https://www.wikidata.org/wiki/Q141090","display_name":"Encryption","level":2,"score":0.5920049548149109},{"id":"https://openalex.org/C146849305","wikidata":"https://www.wikidata.org/wiki/Q370766","display_name":"Ground truth","level":2,"score":0.5526033639907837},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5381823778152466},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5268220901489258},{"id":"https://openalex.org/C203274722","wikidata":"https://www.wikidata.org/wiki/Q7001161","display_name":"Network performance","level":2,"score":0.45718878507614136},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4451858401298523},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.43314042687416077},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4300963878631592},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3754892945289612},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.36653661727905273},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34509602189064026},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.3059515953063965},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tnsm.2023.3326664","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tnsm.2023.3326664","pdf_url":"https://ieeexplore.ieee.org/ielx7/4275028/5699970/10290947.pdf","source":{"id":"https://openalex.org/S173527311","display_name":"IEEE Transactions on Network and Service Management","issn_l":"1932-4537","issn":["1932-4537","2373-7379"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Network and Service Management","raw_type":"journal-article"},{"id":"pmh:oai:uni-augsburg.opus-bayern.de:109792","is_oa":true,"landing_page_url":"https://nbn-resolving.org/urn:nbn:de:bvb:384-opus4-1097929","pdf_url":"https://opus.bibliothek.uni-augsburg.de/opus4/files/109792/109792.pdf","source":{"id":"https://openalex.org/S4306400930","display_name":"OPUS (Augsburg University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I119916105","host_organization_name":"Augsburg University","host_organization_lineage":["https://openalex.org/I119916105"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"doc-type:article"}],"best_oa_location":{"id":"doi:10.1109/tnsm.2023.3326664","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tnsm.2023.3326664","pdf_url":"https://ieeexplore.ieee.org/ielx7/4275028/5699970/10290947.pdf","source":{"id":"https://openalex.org/S173527311","display_name":"IEEE Transactions on Network and Service Management","issn_l":"1932-4537","issn":["1932-4537","2373-7379"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Network and Service Management","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1042398408","display_name":null,"funder_award_id":"IP-2019-04","funder_id":"https://openalex.org/F4320322674","funder_display_name":"Hrvatska Zaklada za Znanost"},{"id":"https://openalex.org/G1729905796","display_name":null,"funder_award_id":"IP-2019-04-9793 (Q-MERSIVE)","funder_id":"https://openalex.org/F4320322674","funder_display_name":"Hrvatska Zaklada za Znanost"},{"id":"https://openalex.org/G1732309547","display_name":null,"funder_award_id":"IP-2019-04-9793","funder_id":"https://openalex.org/F4320322674","funder_display_name":"Hrvatska Zaklada za Znanost"},{"id":"https://openalex.org/G2173470577","display_name":null,"funder_award_id":"SE 3163/3-1","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G3269532801","display_name":null,"funder_award_id":"500105691 (UserNet)","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G6058025346","display_name":null,"funder_award_id":"500105691","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"}],"funders":[{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"},{"id":"https://openalex.org/F4320322674","display_name":"Hrvatska Zaklada za Znanost","ror":"https://ror.org/03n51vw80"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4387885697.pdf","grobid_xml":"https://content.openalex.org/works/W4387885697.grobid-xml"},"referenced_works_count":48,"referenced_works":["https://openalex.org/W27106518","https://openalex.org/W139044672","https://openalex.org/W1551045851","https://openalex.org/W1585854823","https://openalex.org/W1813449438","https://openalex.org/W2026549660","https://openalex.org/W2027390033","https://openalex.org/W2127034683","https://openalex.org/W2162651021","https://openalex.org/W2289463038","https://openalex.org/W2555248751","https://openalex.org/W2564044928","https://openalex.org/W2586119175","https://openalex.org/W2610855322","https://openalex.org/W2622055490","https://openalex.org/W2727698908","https://openalex.org/W2768852255","https://openalex.org/W2790600716","https://openalex.org/W2804559716","https://openalex.org/W2880711434","https://openalex.org/W2890079987","https://openalex.org/W2935899418","https://openalex.org/W2940250246","https://openalex.org/W2943693460","https://openalex.org/W2949600091","https://openalex.org/W2963233639","https://openalex.org/W2964526105","https://openalex.org/W2975514403","https://openalex.org/W2980549496","https://openalex.org/W2980641823","https://openalex.org/W2991779680","https://openalex.org/W3020161821","https://openalex.org/W3045763445","https://openalex.org/W3049353258","https://openalex.org/W3096249913","https://openalex.org/W3135530072","https://openalex.org/W3174009088","https://openalex.org/W3186897580","https://openalex.org/W3198904369","https://openalex.org/W4239515884","https://openalex.org/W4255466416","https://openalex.org/W4285193425","https://openalex.org/W6601120366","https://openalex.org/W6605683200","https://openalex.org/W6607781037","https://openalex.org/W6633190107","https://openalex.org/W6745946776","https://openalex.org/W6757481000"],"related_works":["https://openalex.org/W2073135931","https://openalex.org/W3213295739","https://openalex.org/W2917728452","https://openalex.org/W3189314001","https://openalex.org/W2119757345","https://openalex.org/W2883830961","https://openalex.org/W2783062657","https://openalex.org/W2118880394","https://openalex.org/W2461081699","https://openalex.org/W63331249"],"abstract_inverted_index":{"With":[0],"video":[1,153],"streaming":[2,23,151,154],"traffic":[3,66],"generally":[4],"being":[5],"encrypted":[6,55],"end-to-end,":[7],"there":[8],"is":[9,100,119],"a":[10,92,111,125,159,172],"lot":[11],"of":[12,48,72,95,124,140,161,167,195],"interest":[13],"from":[14,51,150],"network":[15,96,127],"operators":[16],"to":[17,21,36],"find":[18],"novel":[19],"ways":[20],"evaluate":[22],"performance":[24,139,166],"at":[25,121],"the":[26,52,61,70,104,117,122,138,165,187,193],"application":[27],"layer.":[28],"Machine":[29],"learning":[30],"(ML)":[31],"has":[32],"been":[33],"extensively":[34],"used":[35],"develop":[37],"solutions":[38,84],"that":[39],"infer":[40],"application-level":[41,182],"Key":[42],"Performance":[43],"Indicators":[44],"(KPI)":[45],"and/or":[46],"Quality":[47],"Experience":[49],"(QoE)":[50],"patterns":[53],"in":[54,86,110,171,186],"traffic.":[56],"Having":[57],"such":[58],"insights":[59],"provides":[60],"means":[62],"for":[63,163],"more":[64],"user-centric":[65],"management":[67],"and":[68,98],"enables":[69],"mitigation":[71],"QoE":[73],"degradations,":[74],"thus":[75,190],"potentially":[76],"preventing":[77],"customer":[78],"churn.":[79],"The":[80,156],"ML\u2013based":[81],"QoE/KPI":[82,141],"estimation":[83,142],"proposed":[85],"literature":[87],"are":[88],"typically":[89],"trained":[90,144],"on":[91,145],"limited":[93],"set":[94,160],"scenarios":[97],"it":[99],"often":[101],"unclear":[102],"how":[103],"obtained":[105],"models":[106,143,168],"perform":[107],"if":[108,116],"applied":[109,120,170],"previously":[112],"unseen":[113],"setting":[114],"(e.g.,":[115],"model":[118],"premises":[123],"different":[126,173],"operator).":[128],"In":[129],"this":[130,134],"paper,":[131],"we":[132],"address":[133],"gap":[135],"by":[136],"cross-evaluating":[137],"4":[146],"separate":[147],"datasets":[148],"generated":[149],"48000":[152],"sessions.":[155],"paper":[157],"evaluates":[158],"methods":[162,176],"improving":[164],"when":[169],"network.":[174],"Analyzed":[175],"require":[177],"no":[178],"or":[179],"considerably":[180],"less":[181],"ground-truth":[183],"data":[184,197],"collected":[185],"new":[188],"setting,":[189],"significantly":[191],"reducing":[192],"extensiveness":[194],"required":[196],"collection.":[198]},"counts_by_year":[{"year":2025,"cited_by_count":6}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}