{"id":"https://openalex.org/W2740604066","doi":"https://doi.org/10.1109/icc.2017.7996604","title":"Machine learning for predicting QoE of video streaming in mobile networks","display_name":"Machine learning for predicting QoE of video streaming in mobile networks","publication_year":2017,"publication_date":"2017-05-01","ids":{"openalex":"https://openalex.org/W2740604066","doi":"https://doi.org/10.1109/icc.2017.7996604","mag":"2740604066"},"language":"en","primary_location":{"id":"doi:10.1109/icc.2017.7996604","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icc.2017.7996604","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE International Conference on Communications (ICC)","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/A5103921036","display_name":"Yu\u2010Ting Lin","orcid":null},"institutions":[{"id":"https://openalex.org/I12356871","display_name":"T\u00e9l\u00e9com Paris","ror":"https://ror.org/01naq7912","country_code":"FR","type":"education","lineage":["https://openalex.org/I12356871","https://openalex.org/I205703379","https://openalex.org/I4210145102"]},{"id":"https://openalex.org/I19370010","display_name":"Orange (France)","ror":"https://ror.org/035j0tq82","country_code":"FR","type":"company","lineage":["https://openalex.org/I19370010"]},{"id":"https://openalex.org/I277688954","display_name":"Universit\u00e9 Paris-Saclay","ror":"https://ror.org/03xjwb503","country_code":"FR","type":"education","lineage":["https://openalex.org/I277688954"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Yu-Ting Lin","raw_affiliation_strings":["Orange Labs, Chatillon, France","Telecom ParisTech, Universit\u00e9 Paris-Saclay, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Orange Labs, Chatillon, France","institution_ids":["https://openalex.org/I19370010"]},{"raw_affiliation_string":"Telecom ParisTech, Universit\u00e9 Paris-Saclay, France","institution_ids":["https://openalex.org/I12356871","https://openalex.org/I277688954"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110142586","display_name":"Eduardo Mucelli Rezende Oliveira","orcid":null},"institutions":[{"id":"https://openalex.org/I19370010","display_name":"Orange (France)","ror":"https://ror.org/035j0tq82","country_code":"FR","type":"company","lineage":["https://openalex.org/I19370010"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Eduardo Mucelli Rezende Oliveira","raw_affiliation_strings":["Orange Labs, Chatillon, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Orange Labs, Chatillon, France","institution_ids":["https://openalex.org/I19370010"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033082326","display_name":"Sana Ben Jemaa","orcid":null},"institutions":[{"id":"https://openalex.org/I19370010","display_name":"Orange (France)","ror":"https://ror.org/035j0tq82","country_code":"FR","type":"company","lineage":["https://openalex.org/I19370010"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Sana Ben Jemaa","raw_affiliation_strings":["Orange Labs, Chatillon, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Orange Labs, Chatillon, France","institution_ids":["https://openalex.org/I19370010"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5111904083","display_name":"Salah Eddine Elayoubi","orcid":null},"institutions":[{"id":"https://openalex.org/I19370010","display_name":"Orange (France)","ror":"https://ror.org/035j0tq82","country_code":"FR","type":"company","lineage":["https://openalex.org/I19370010"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Salah Eddine Elayoubi","raw_affiliation_strings":["Orange Labs, Chatillon, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Orange Labs, Chatillon, France","institution_ids":["https://openalex.org/I19370010"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.5703,"has_fulltext":false,"cited_by_count":29,"citation_normalized_percentile":{"value":0.90185621,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"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":0.996999979019165,"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/T11478","display_name":"Caching and Content Delivery","score":0.9965000152587891,"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":0.842377781867981},{"id":"https://openalex.org/keywords/session","display_name":"Session (web analytics)","score":0.6493100523948669},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.6319661140441895},{"id":"https://openalex.org/keywords/quality-of-experience","display_name":"Quality of experience","score":0.5946128368377686},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.48727428913116455},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.467195987701416},{"id":"https://openalex.org/keywords/video-quality","display_name":"Video quality","score":0.46668702363967896},{"id":"https://openalex.org/keywords/video-streaming","display_name":"Video streaming","score":0.461535781621933},{"id":"https://openalex.org/keywords/cellular-network","display_name":"Cellular network","score":0.42410123348236084},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.4170862138271332},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.41531333327293396},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.410493403673172},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.33978140354156494},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.19012534618377686}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.842377781867981},{"id":"https://openalex.org/C2779182362","wikidata":"https://www.wikidata.org/wiki/Q17126187","display_name":"Session (web analytics)","level":2,"score":0.6493100523948669},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.6319661140441895},{"id":"https://openalex.org/C2779333187","wikidata":"https://www.wikidata.org/wiki/Q3132648","display_name":"Quality of experience","level":3,"score":0.5946128368377686},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.48727428913116455},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.467195987701416},{"id":"https://openalex.org/C103910844","wikidata":"https://www.wikidata.org/wiki/Q2631256","display_name":"Video quality","level":3,"score":0.46668702363967896},{"id":"https://openalex.org/C2986160907","wikidata":"https://www.wikidata.org/wiki/Q220499","display_name":"Video streaming","level":2,"score":0.461535781621933},{"id":"https://openalex.org/C153646914","wikidata":"https://www.wikidata.org/wiki/Q535695","display_name":"Cellular network","level":2,"score":0.42410123348236084},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.4170862138271332},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.41531333327293396},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.410493403673172},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.33978140354156494},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.19012534618377686},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icc.2017.7996604","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icc.2017.7996604","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE International Conference on Communications (ICC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W1970200030","https://openalex.org/W1982732426","https://openalex.org/W1990096617","https://openalex.org/W2013628864","https://openalex.org/W2087552667","https://openalex.org/W2095934451","https://openalex.org/W2155086778","https://openalex.org/W2289696597","https://openalex.org/W2519696418","https://openalex.org/W2563540870","https://openalex.org/W2566053671","https://openalex.org/W2801490189"],"related_works":["https://openalex.org/W2044415708","https://openalex.org/W2883239366","https://openalex.org/W4252147399","https://openalex.org/W2805125868","https://openalex.org/W1543922763","https://openalex.org/W3127182254","https://openalex.org/W2737069248","https://openalex.org/W2914450980","https://openalex.org/W2542002904","https://openalex.org/W1971541619"],"abstract_inverted_index":{"As":[0],"video":[1,33,45,70,139],"accounts":[2],"for":[3,14,110,116],"larger":[4],"wireless":[5],"traffic,":[6],"improving":[7],"users'":[8,37,75],"quality":[9],"of":[10,43,74,88,127,136],"experience":[11],"becomes":[12],"important":[13,93],"network":[15],"service":[16],"providers.":[17],"In":[18,72],"this":[19],"paper,":[20],"we":[21,77],"apply":[22],"supervised":[23],"machine":[24],"learning":[25],"technique":[26],"to":[27,67,97],"predict":[28,68],"one":[29],"objective":[30],"QoE":[31],"metric,":[32],"starvation,":[34,140],"with":[35,102],"the":[36,41,103,123,134],"features,":[38,76],"recorded":[39],"at":[40],"beginning":[42],"each":[44],"session.":[46],"We":[47,119],"show":[48,78],"that":[49,61,79,122],"static":[50,111],"users":[51,55,63,90,112,128,137],"and":[52,60,86,133],"adaptive":[53],"streaming":[54],"have":[56],"less":[57],"starvation":[58],"events":[59],"mobile":[62,117],"are":[64,91],"more":[65],"difficult":[66],"their":[69],"starvation.":[71],"terms":[73],"system":[80],"parameters":[81],"such":[82],"as":[83],"channel":[84],"conditions":[85],"number":[87,126,135],"active":[89],"two":[92,104,124],"features":[94,105],"which":[95],"contribute":[96],"better":[98],"prediction":[99,143],"performance.":[100],"Prediction":[101],"can":[106],"provide":[107,141],"sufficient":[108,115],"accuracy":[109],"but":[113],"not":[114],"users.":[118],"also":[120],"demonstrate":[121],"information,":[125],"served":[129],"in":[130],"a":[131],"cell":[132],"experiencing":[138],"similar":[142],"accuracy.":[144]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":6},{"year":2019,"cited_by_count":6},{"year":2018,"cited_by_count":5}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}