{"id":"https://openalex.org/W4309158148","doi":"https://doi.org/10.1109/wimob55322.2022.9941672","title":"Deep Learning-Based QoE Prediction for Streaming Services in Mobile Networks","display_name":"Deep Learning-Based QoE Prediction for Streaming Services in Mobile Networks","publication_year":2022,"publication_date":"2022-10-10","ids":{"openalex":"https://openalex.org/W4309158148","doi":"https://doi.org/10.1109/wimob55322.2022.9941672"},"language":"en","primary_location":{"id":"doi:10.1109/wimob55322.2022.9941672","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wimob55322.2022.9941672","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 18th International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5109332754","display_name":"Gan Huang","orcid":null},"institutions":[{"id":"https://openalex.org/I134235054","display_name":"Sabanc\u0131 \u00dcniversitesi","ror":"https://ror.org/049asqa32","country_code":"TR","type":"education","lineage":["https://openalex.org/I134235054"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Gan Huang","raw_affiliation_strings":["Sabanci University,Faculty of Engineering and Natural Sciences,Istanbul,Turkey","Faculty of Engineering and Natural Sciences, Sabanci University, Istanbul, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sabanci University,Faculty of Engineering and Natural Sciences,Istanbul,Turkey","institution_ids":["https://openalex.org/I134235054"]},{"raw_affiliation_string":"Faculty of Engineering and Natural Sciences, Sabanci University, Istanbul, Turkey","institution_ids":["https://openalex.org/I134235054"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034697367","display_name":"\u00d6zg\u00fcr Er\u00e7etin","orcid":"https://orcid.org/0000-0002-3454-5610"},"institutions":[{"id":"https://openalex.org/I134235054","display_name":"Sabanc\u0131 \u00dcniversitesi","ror":"https://ror.org/049asqa32","country_code":"TR","type":"education","lineage":["https://openalex.org/I134235054"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Ozgur Ercetin","raw_affiliation_strings":["Sabanci University,Faculty of Engineering and Natural Sciences,Istanbul,Turkey","Faculty of Engineering and Natural Sciences, Sabanci University, Istanbul, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sabanci University,Faculty of Engineering and Natural Sciences,Istanbul,Turkey","institution_ids":["https://openalex.org/I134235054"]},{"raw_affiliation_string":"Faculty of Engineering and Natural Sciences, Sabanci University, Istanbul, Turkey","institution_ids":["https://openalex.org/I134235054"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016493309","display_name":"Hakan G\u00f6kcesu","orcid":"https://orcid.org/0000-0002-5113-0118"},"institutions":[{"id":"https://openalex.org/I168864056","display_name":"Bilkent University","ror":"https://ror.org/02vh8a032","country_code":"TR","type":"education","lineage":["https://openalex.org/I168864056"]},{"id":"https://openalex.org/I4210154164","display_name":"Turkcell (Turkey)","ror":"https://ror.org/051vt5y84","country_code":"TR","type":"company","lineage":["https://openalex.org/I4210154164"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Hakan Gokcesu","raw_affiliation_strings":["Bilkent University,Department of Electrical and Electronics Engineering,Ankara,Turkey","Department of Electrical and Electronics Engineering, Bilkent University, Ankara, Turkey","5G Research and Development, Turkcell Technology, Istanbul, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bilkent University,Department of Electrical and Electronics Engineering,Ankara,Turkey","institution_ids":["https://openalex.org/I168864056"]},{"raw_affiliation_string":"Department of Electrical and Electronics Engineering, Bilkent University, Ankara, Turkey","institution_ids":["https://openalex.org/I168864056"]},{"raw_affiliation_string":"5G Research and Development, Turkcell Technology, Istanbul, Turkey","institution_ids":["https://openalex.org/I4210154164"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091164929","display_name":"G\u00f6khan Kalem","orcid":"https://orcid.org/0000-0002-6330-965X"},"institutions":[{"id":"https://openalex.org/I4210154164","display_name":"Turkcell (Turkey)","ror":"https://ror.org/051vt5y84","country_code":"TR","type":"company","lineage":["https://openalex.org/I4210154164"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Gokhan Kalem","raw_affiliation_strings":["5G Research and Development, Turkcell Technology,Istanbul,Turkey","5G Research and Development, Turkcell Technology, Istanbul, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"5G Research and Development, Turkcell Technology,Istanbul,Turkey","institution_ids":["https://openalex.org/I4210154164"]},{"raw_affiliation_string":"5G Research and Development, Turkcell Technology, Istanbul, Turkey","institution_ids":["https://openalex.org/I4210154164"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"327","last_page":"332"},"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/T10138","display_name":"Network Traffic and Congestion Control","score":0.9959999918937683,"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/T13905","display_name":"Telecommunications and Broadcasting Technologies","score":0.9890000224113464,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8457454442977905},{"id":"https://openalex.org/keywords/quality-of-experience","display_name":"Quality of experience","score":0.8061259984970093},{"id":"https://openalex.org/keywords/cellular-network","display_name":"Cellular network","score":0.6271960139274597},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.5860722064971924},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.5006527900695801},{"id":"https://openalex.org/keywords/mobile-device","display_name":"Mobile device","score":0.4731734097003937},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.46887683868408203},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.45315101742744446},{"id":"https://openalex.org/keywords/video-streaming","display_name":"Video streaming","score":0.4375540614128113},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4326436221599579},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4000885784626007},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.3463370203971863},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.10492494702339172}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8457454442977905},{"id":"https://openalex.org/C2779333187","wikidata":"https://www.wikidata.org/wiki/Q3132648","display_name":"Quality of experience","level":3,"score":0.8061259984970093},{"id":"https://openalex.org/C153646914","wikidata":"https://www.wikidata.org/wiki/Q535695","display_name":"Cellular network","level":2,"score":0.6271960139274597},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.5860722064971924},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.5006527900695801},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.4731734097003937},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.46887683868408203},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.45315101742744446},{"id":"https://openalex.org/C2986160907","wikidata":"https://www.wikidata.org/wiki/Q220499","display_name":"Video streaming","level":2,"score":0.4375540614128113},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4326436221599579},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4000885784626007},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.3463370203971863},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.10492494702339172}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/wimob55322.2022.9941672","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wimob55322.2022.9941672","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 18th International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob)","raw_type":"proceedings-article"},{"id":"pmh:oai:research.sabanciuniv.edu:45202","is_oa":false,"landing_page_url":"https://research.sabanciuniv.edu/id/eprint/45202/","pdf_url":null,"source":{"id":"https://openalex.org/S4306402254","display_name":"Sabanci University","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I134235054","host_organization_name":"Sabanc\u0131 \u00dcniversitesi","host_organization_lineage":["https://openalex.org/I134235054"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"},{"id":"pmh:oai:repository.bilkent.edu.tr:11693/111471","is_oa":false,"landing_page_url":"http://hdl.handle.net/11693/111471","pdf_url":null,"source":{"id":"https://openalex.org/S4306400079","display_name":"Bilkent University Institutional Repository (Bilkent University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I168864056","host_organization_name":"Bilkent University","host_organization_lineage":["https://openalex.org/I168864056"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob)","raw_type":"Conference Paper"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W1498320273","https://openalex.org/W1972584287","https://openalex.org/W2096032932","https://openalex.org/W2124542511","https://openalex.org/W2544602246","https://openalex.org/W2795658001","https://openalex.org/W2921881548","https://openalex.org/W2949996342","https://openalex.org/W2986489130","https://openalex.org/W2999639413","https://openalex.org/W3000408141","https://openalex.org/W3014079666","https://openalex.org/W3094656625","https://openalex.org/W3183291679","https://openalex.org/W3192279877","https://openalex.org/W4210907247","https://openalex.org/W4223927525","https://openalex.org/W6629671679","https://openalex.org/W6643290734","https://openalex.org/W6798082829"],"related_works":["https://openalex.org/W2044415708","https://openalex.org/W4252147399","https://openalex.org/W2805125868","https://openalex.org/W3145978209","https://openalex.org/W2050555129","https://openalex.org/W2324542997","https://openalex.org/W3215753686","https://openalex.org/W3116791087","https://openalex.org/W2750774494","https://openalex.org/W2127587205"],"abstract_inverted_index":{"Video":[0],"streaming":[1,92],"accounts":[2],"for":[3,25,78,89,147],"the":[4,7,65,99,140],"most":[5],"of":[6,17,36,142],"global":[8],"Internet":[9],"traffic":[10],"and":[11,84],"providing":[12],"a":[13,50,58,73,124,150],"high":[14],"user":[15,66],"Quality":[16,35],"Experience":[18],"(QoE)":[19],"is":[20],"considered":[21],"an":[22],"essential":[23],"target":[24],"mobile":[26],"network":[27,34,46,61],"operators":[28],"(MNOs).":[29],"QoE":[30],"strongly":[31],"depends":[32],"on":[33,115],"Service":[37],"(QoS)":[38],"parameters.":[39],"In":[40],"this":[41,69,87],"work,":[42],"we":[43,71],"use":[44,72],"real-world":[45],"traces":[47],"obtained":[48],"from":[49,60,131],"major":[51],"cellular":[52],"operator":[53],"in":[54,149],"Turkey":[55],"to":[56,64,111,135],"establish":[57],"mapping":[59],"side":[62],"parameters":[63],"QoE.":[67],"To":[68],"end,":[70],"model-aided":[74,101],"deep":[75,102],"learning":[76,103],"method":[77],"first":[79],"predicting":[80,90],"channel":[81],"path":[82],"loss,":[83],"then,":[85],"employ":[86],"prediction":[88,108,148],"video":[91],"MOS.":[93],"The":[94],"experimental":[95],"results":[96],"demonstrate":[97,120],"that":[98,121],"proposed":[100],"model":[104,126],"can":[105],"guarantee":[106],"higher":[107],"accuracy":[109],"compared":[110],"predictions":[112],"only":[113],"relying":[114],"mathematical":[116],"models.":[117],"We":[118],"also":[119],"even":[122],"though":[123],"trained":[125],"cannot":[127],"be":[128],"directly":[129],"transferred":[130],"one":[132],"geographical":[133],"area":[134],"another,":[136],"they":[137],"significantly":[138],"reduce":[139],"volume":[141],"required":[143],"training":[144],"when":[145],"used":[146],"new":[151],"area.":[152]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":3}],"updated_date":"2026-07-25T15:57:00.446498","created_date":"2025-10-10T00:00:00"}