{"id":"https://openalex.org/W3187934721","doi":"https://doi.org/10.1109/iwcmc51323.2021.9498579","title":"Video QoE Inference with Machine Learning","display_name":"Video QoE Inference with Machine Learning","publication_year":2021,"publication_date":"2021-06-28","ids":{"openalex":"https://openalex.org/W3187934721","doi":"https://doi.org/10.1109/iwcmc51323.2021.9498579","mag":"3187934721"},"language":"en","primary_location":{"id":"doi:10.1109/iwcmc51323.2021.9498579","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iwcmc51323.2021.9498579","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 International Wireless Communications and Mobile Computing (IWCMC)","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/A5007886613","display_name":"Tisa-Selma","orcid":null},"institutions":[{"id":"https://openalex.org/I201726411","display_name":"United Arab Emirates University","ror":"https://ror.org/01km6p862","country_code":"AE","type":"education","lineage":["https://openalex.org/I201726411"]}],"countries":["AE"],"is_corresponding":true,"raw_author_name":"Tisa-Selma","raw_affiliation_strings":["United Arab Emirates University"],"affiliations":[{"raw_affiliation_string":"United Arab Emirates University","institution_ids":["https://openalex.org/I201726411"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005139138","display_name":"Abdelhak Bentaleb","orcid":"https://orcid.org/0000-0002-5382-6530"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Abdelhak Bentaleb","raw_affiliation_strings":["National University of Singapore"],"affiliations":[{"raw_affiliation_string":"National University of Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035128702","display_name":"Saad Harous","orcid":"https://orcid.org/0000-0001-6524-7352"},"institutions":[{"id":"https://openalex.org/I201726411","display_name":"United Arab Emirates University","ror":"https://ror.org/01km6p862","country_code":"AE","type":"education","lineage":["https://openalex.org/I201726411"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Saad Harous","raw_affiliation_strings":["United Arab Emirates University"],"affiliations":[{"raw_affiliation_string":"United Arab Emirates University","institution_ids":["https://openalex.org/I201726411"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5007886613"],"corresponding_institution_ids":["https://openalex.org/I201726411"],"apc_list":null,"apc_paid":null,"fwci":0.3884,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.60788627,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1048","last_page":"1053"},"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/T10388","display_name":"Advanced Steganography and Watermarking Techniques","score":0.9997000098228455,"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/T10741","display_name":"Video Coding and Compression Technologies","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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":0.8744944334030151},{"id":"https://openalex.org/keywords/quality-of-experience","display_name":"Quality of experience","score":0.6965538859367371},{"id":"https://openalex.org/keywords/encryption","display_name":"Encryption","score":0.6708009839057922},{"id":"https://openalex.org/keywords/video-quality","display_name":"Video quality","score":0.5626956224441528},{"id":"https://openalex.org/keywords/network-packet","display_name":"Network packet","score":0.5390599966049194},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.5242652893066406},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.49112674593925476},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.4764554798603058},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.4640148878097534},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.4603898227214813},{"id":"https://openalex.org/keywords/iptv","display_name":"IPTV","score":0.42796605825424194},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.4276922345161438},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.39139777421951294},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39112430810928345},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.3470064401626587},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.19425731897354126}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8744944334030151},{"id":"https://openalex.org/C2779333187","wikidata":"https://www.wikidata.org/wiki/Q3132648","display_name":"Quality of experience","level":3,"score":0.6965538859367371},{"id":"https://openalex.org/C148730421","wikidata":"https://www.wikidata.org/wiki/Q141090","display_name":"Encryption","level":2,"score":0.6708009839057922},{"id":"https://openalex.org/C103910844","wikidata":"https://www.wikidata.org/wiki/Q2631256","display_name":"Video quality","level":3,"score":0.5626956224441528},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.5390599966049194},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.5242652893066406},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.49112674593925476},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.4764554798603058},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.4640148878097534},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.4603898227214813},{"id":"https://openalex.org/C2776855496","wikidata":"https://www.wikidata.org/wiki/Q177518","display_name":"IPTV","level":2,"score":0.42796605825424194},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4276922345161438},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.39139777421951294},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39112430810928345},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.3470064401626587},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.19425731897354126},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"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/iwcmc51323.2021.9498579","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iwcmc51323.2021.9498579","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 International Wireless Communications and Mobile Computing (IWCMC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.6299999952316284,"id":"https://metadata.un.org/sdg/9"}],"awards":[{"id":"https://openalex.org/G1776818945","display_name":null,"funder_award_id":"31T102-UPAR-1-2017","funder_id":"https://openalex.org/F4320323593","funder_display_name":"United Arab Emirates University"}],"funders":[{"id":"https://openalex.org/F4320323593","display_name":"United Arab Emirates University","ror":"https://ror.org/01km6p862"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W1533861849","https://openalex.org/W1847221605","https://openalex.org/W2013345733","https://openalex.org/W2106849036","https://openalex.org/W2615175534","https://openalex.org/W2620293109","https://openalex.org/W2736492128","https://openalex.org/W2748103247","https://openalex.org/W2766773582","https://openalex.org/W2790600716","https://openalex.org/W2803846291","https://openalex.org/W2888104563","https://openalex.org/W2890079987","https://openalex.org/W2898499449","https://openalex.org/W2907041159","https://openalex.org/W2909559157","https://openalex.org/W2912984712","https://openalex.org/W2921190850","https://openalex.org/W2949600091","https://openalex.org/W2955506470","https://openalex.org/W2966224590","https://openalex.org/W2996018583","https://openalex.org/W3013621263","https://openalex.org/W3023568338","https://openalex.org/W3101328038","https://openalex.org/W4288412176","https://openalex.org/W6631943919","https://openalex.org/W6638896121","https://openalex.org/W6776438648"],"related_works":["https://openalex.org/W2772289118","https://openalex.org/W2361237523","https://openalex.org/W2775175000","https://openalex.org/W2354113885","https://openalex.org/W2136238146","https://openalex.org/W2977877882","https://openalex.org/W2269355511","https://openalex.org/W2068552192","https://openalex.org/W2982235744","https://openalex.org/W2111755990"],"abstract_inverted_index":{"HTTP":[0],"adaptive":[1],"streaming":[2,97,149],"(HAS)":[3],"has":[4],"become":[5],"the":[6,13,73,90],"de-facto":[7],"standard":[8],"for":[9,49,81,145],"delivering":[10,26],"video":[11,98,150,182],"over":[12,179],"Internet.":[14],"More":[15],"content":[16],"providers":[17,51,75],"like":[18],"YouTube":[19],"and":[20,25,142,163],"Twitch":[21],"have":[22],"started":[23],"generating":[24],"high":[27],"quality":[28,91],"streams":[29],"(usually":[30],"4k":[31],"resolution)":[32],"with":[33,172],"advanced":[34],"end-to-end":[35],"encryption":[36],"mechanisms.":[37],"This":[38],"huge":[39],"increase":[40],"in":[41,52,85,119,175],"HAS":[42,148],"encrypted":[43,146],"traffic,":[44],"creates":[45],"a":[46,128],"significant":[47,86],"challenge":[48],"network":[50,66,74],"understanding":[53],"what":[54],"is":[55,100],"happening":[56],"on":[57,113],"their":[58,62],"infrastructures":[59,67],"which":[60],"limits":[61],"ability":[63],"to":[64,70,185],"manage":[65],"properly.":[68],"Due":[69],"such":[71,137],"invisibility,":[72],"could":[76],"not":[77],"take":[78],"appropriate":[79],"decisions":[80],"better":[82],"optimizations,":[83],"resulting":[84],"revenue":[87],"lost.":[88],"Inferring":[89],"of":[92,95,108],"experience":[93],"(QoE)":[94],"HAS-based":[96],"services":[99],"important,":[101],"but":[102],"recent":[103],"studies":[104],"highlight":[105],"that":[106,111,133],"most":[107],"existing":[109],"solutions":[110],"rely":[112],"packet":[114],"inspections,":[115],"showing":[116],"low":[117,173],"performance":[118],"inference":[120],"accuracy.":[121],"To":[122],"address":[123],"this":[124],"issue,":[125],"we":[126],"develop":[127],"machine":[129],"learning":[130],"powered":[131],"system":[132],"infers":[134],"QoE":[135,177],"factors":[136,178],"as":[138],"startup":[139],"delay,":[140],"rebuffering":[141],"selected":[143],"quality,":[144],"on-demand":[147],"services.":[151],"Our":[152],"solution":[153],"uses":[154],"two":[155],"data-driven":[156],"techniques:":[157],"Deep":[158],"Self":[159],"Organizing":[160],"Map":[161],"(DSOM)":[162],"Multi":[164],"Layer":[165],"Perceptron":[166],"Backpropagation":[167],"(MLPB),":[168],"allowing":[169],"efficient":[170],"accuracy":[171],"error":[174],"inferring":[176],"several":[180],"public":[181],"datasets,":[183],"compared":[184],"some":[186],"state-of-the-art":[187],"approaches.":[188]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":2}],"updated_date":"2026-04-01T17:29:45.350535","created_date":"2025-10-10T00:00:00"}
