{"id":"https://openalex.org/W4280516692","doi":"https://doi.org/10.3390/fi14050151","title":"QoE Models for Adaptive Streaming: A Comprehensive Evaluation","display_name":"QoE Models for Adaptive Streaming: A Comprehensive Evaluation","publication_year":2022,"publication_date":"2022-05-13","ids":{"openalex":"https://openalex.org/W4280516692","doi":"https://doi.org/10.3390/fi14050151"},"language":"en","primary_location":{"id":"doi:10.3390/fi14050151","is_oa":true,"landing_page_url":"https://doi.org/10.3390/fi14050151","pdf_url":"https://www.mdpi.com/1999-5903/14/5/151/pdf?version=1652683190","source":{"id":"https://openalex.org/S34838331","display_name":"Future Internet","issn_l":"1999-5903","issn":["1999-5903"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Future Internet","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1999-5903/14/5/151/pdf?version=1652683190","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5058742256","display_name":"Duc V. Nguyen","orcid":"https://orcid.org/0000-0003-1122-0650"},"institutions":[{"id":"https://openalex.org/I103605164","display_name":"Tohoku Institute of Technology","ror":"https://ror.org/01phqre83","country_code":"JP","type":"education","lineage":["https://openalex.org/I103605164"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Duc Nguyen","raw_affiliation_strings":["Department of Information and Communication Engineering, Tohoku Institute of Technology, Sendai 982-8577, Japan"],"raw_orcid":"https://orcid.org/0000-0003-1122-0650","affiliations":[{"raw_affiliation_string":"Department of Information and Communication Engineering, Tohoku Institute of Technology, Sendai 982-8577, Japan","institution_ids":["https://openalex.org/I103605164"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076126853","display_name":"Nam Pham Ngoc","orcid":"https://orcid.org/0000-0001-5096-8480"},"institutions":[{"id":"https://openalex.org/I4210142044","display_name":"VinUniversity","ror":"https://ror.org/052dmdr17","country_code":"VN","type":"education","lineage":["https://openalex.org/I4210142044"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Nam Pham Ngoc","raw_affiliation_strings":["College of Engineering and Computer Science, VinUniversity, Gia Lam District, Hanoi 100000, Vietnam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Engineering and Computer Science, VinUniversity, Gia Lam District, Hanoi 100000, Vietnam","institution_ids":["https://openalex.org/I4210142044"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078708126","display_name":"Truong Cong Thang","orcid":"https://orcid.org/0000-0002-0923-1927"},"institutions":[{"id":"https://openalex.org/I141591182","display_name":"University of Aizu","ror":"https://ror.org/02pg0e883","country_code":"JP","type":"education","lineage":["https://openalex.org/I141591182"]}],"countries":["JP"],"is_corresponding":true,"raw_author_name":"Truong Cong Thang","raw_affiliation_strings":["Department of Computer Science and Engineering, The University of Aizu, Aizuwakamatsu 965-8580, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, The University of Aizu, Aizuwakamatsu 965-8580, Japan","institution_ids":["https://openalex.org/I141591182"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5078708126"],"corresponding_institution_ids":["https://openalex.org/I141591182"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1466},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1466},"fwci":0.58,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.62878413,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":93,"max":97},"biblio":{"volume":"14","issue":"5","first_page":"151","last_page":"151"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11165","display_name":"Image and Video Quality Assessment","score":1.0,"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":1.0,"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/T12720","display_name":"Multimedia Communication and Technology","score":0.9768000245094299,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"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/T10741","display_name":"Video Coding and Compression Technologies","score":0.9467999935150146,"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":0.9144830703735352},{"id":"https://openalex.org/keywords/quality-of-experience","display_name":"Quality of experience","score":0.7943435311317444},{"id":"https://openalex.org/keywords/session","display_name":"Session (web analytics)","score":0.7830133438110352},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.6048277616500854},{"id":"https://openalex.org/keywords/throughput","display_name":"Throughput","score":0.5426637530326843},{"id":"https://openalex.org/keywords/real-time-streaming-protocol","display_name":"Real Time Streaming Protocol","score":0.5032441020011902},{"id":"https://openalex.org/keywords/codec","display_name":"Codec","score":0.4985527992248535},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.49443554878234863},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.47320979833602905},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.4372027516365051},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.4217476546764374},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.29933035373687744},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.2635858952999115},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.1684960126876831},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.16249850392341614},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.08327466249465942}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9144830703735352},{"id":"https://openalex.org/C2779333187","wikidata":"https://www.wikidata.org/wiki/Q3132648","display_name":"Quality of experience","level":3,"score":0.7943435311317444},{"id":"https://openalex.org/C2779182362","wikidata":"https://www.wikidata.org/wiki/Q17126187","display_name":"Session (web analytics)","level":2,"score":0.7830133438110352},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.6048277616500854},{"id":"https://openalex.org/C157764524","wikidata":"https://www.wikidata.org/wiki/Q1383412","display_name":"Throughput","level":3,"score":0.5426637530326843},{"id":"https://openalex.org/C110738861","wikidata":"https://www.wikidata.org/wiki/Q682598","display_name":"Real Time Streaming Protocol","level":3,"score":0.5032441020011902},{"id":"https://openalex.org/C161765866","wikidata":"https://www.wikidata.org/wiki/Q184748","display_name":"Codec","level":2,"score":0.4985527992248535},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.49443554878234863},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.47320979833602905},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4372027516365051},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.4217476546764374},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.29933035373687744},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.2635858952999115},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.1684960126876831},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.16249850392341614},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.08327466249465942},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/fi14050151","is_oa":true,"landing_page_url":"https://doi.org/10.3390/fi14050151","pdf_url":"https://www.mdpi.com/1999-5903/14/5/151/pdf?version=1652683190","source":{"id":"https://openalex.org/S34838331","display_name":"Future Internet","issn_l":"1999-5903","issn":["1999-5903"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Future Internet","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:gam:jftint:v:14:y:2022:i:5:p:151-:d:815369","is_oa":false,"landing_page_url":"https://www.mdpi.com/1999-5903/14/5/151/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"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":"article"},{"id":"pmh:oai:doaj.org/article:b72cfad0e3d64ac49aecd45dbc05082e","is_oa":false,"landing_page_url":"https://doaj.org/article/b72cfad0e3d64ac49aecd45dbc05082e","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Future Internet, Vol 14, Iss 5, p 151 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/fi14050151","is_oa":true,"landing_page_url":"https://doi.org/10.3390/fi14050151","pdf_url":"https://www.mdpi.com/1999-5903/14/5/151/pdf?version=1652683190","source":{"id":"https://openalex.org/S34838331","display_name":"Future Internet","issn_l":"1999-5903","issn":["1999-5903"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Future Internet","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.4699999988079071}],"awards":[{"id":"https://openalex.org/G7093974573","display_name":"Towards quality monitoring and managing for online learning","funder_award_id":"22K12299","funder_id":"https://openalex.org/F4320334764","funder_display_name":"Japan Society for the Promotion of Science"}],"funders":[{"id":"https://openalex.org/F4320334764","display_name":"Japan Society for the Promotion of Science","ror":"https://ror.org/00hhkn466"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4280516692.pdf"},"referenced_works_count":29,"referenced_works":["https://openalex.org/W1508192224","https://openalex.org/W1982732426","https://openalex.org/W1986570368","https://openalex.org/W2013131615","https://openalex.org/W2022158272","https://openalex.org/W2106489024","https://openalex.org/W2140199336","https://openalex.org/W2146395539","https://openalex.org/W2185105561","https://openalex.org/W2296528793","https://openalex.org/W2411863134","https://openalex.org/W2508100237","https://openalex.org/W2520315817","https://openalex.org/W2583466653","https://openalex.org/W2587705935","https://openalex.org/W2731412463","https://openalex.org/W2736492128","https://openalex.org/W2766426813","https://openalex.org/W2766773582","https://openalex.org/W2800873232","https://openalex.org/W2810598854","https://openalex.org/W2883239366","https://openalex.org/W2888490038","https://openalex.org/W2976587158","https://openalex.org/W2997214666","https://openalex.org/W3031674680","https://openalex.org/W3097462280","https://openalex.org/W3152638807","https://openalex.org/W4210907247"],"related_works":["https://openalex.org/W2363925233","https://openalex.org/W2357840180","https://openalex.org/W1555023417","https://openalex.org/W1146984136","https://openalex.org/W2960369171","https://openalex.org/W2750003027","https://openalex.org/W2022479161","https://openalex.org/W2372698109","https://openalex.org/W199126097","https://openalex.org/W2296687933"],"abstract_inverted_index":{"Adaptive":[0],"streaming":[1,33,76,84,170,206],"has":[2],"become":[3],"a":[4,32,71,107],"key":[5],"technology":[6],"for":[7,194],"various":[8,127],"multimedia":[9],"services,":[10],"such":[11],"as":[12],"online":[13],"learning,":[14],"mobile":[15],"streaming,":[16],"Internet":[17],"TV,":[18],"etc.":[19],"However,":[20,116],"because":[21],"of":[22,67,83,91,109,123,141,150,169,180,205],"throughput":[23],"fluctuations,":[24],"video":[25],"quality":[26,57],"may":[27,39],"be":[28,192],"dramatically":[29],"varying":[30],"during":[31],"session.":[34],"In":[35,105,172],"addition,":[36,106,173],"stalling":[37,60],"events":[38,61],"occur":[40],"when":[41],"segments":[42],"do":[43],"not":[44],"reach":[45],"the":[46,81,89,177],"user":[47],"device":[48],"before":[49],"their":[50],"playback":[51],"deadlines.":[52],"It":[53],"is":[54,77],"well-known":[55],"that":[56],"variations":[58],"and":[59,154,187,196,203],"cause":[62],"negative":[63],"impacts":[64],"on":[65,144,176],"Quality":[66],"Experience":[68],"(QoE).":[69],"Therefore,":[70],"main":[72],"challenge":[73],"in":[74,133,208],"adaptive":[75,209],"how":[78],"to":[79,101,166,191,199],"evaluate":[80],"QoE":[82,110,167,181,201],"sessions":[85],"taking":[86],"into":[87],"account":[88],"influences":[90],"these":[92],"factors.":[93],"Thus":[94],"far,":[95],"many":[96],"models":[97,125,143,182],"have":[98,112,118],"been":[99,113,119],"proposed":[100],"tackle":[102],"this":[103,131,134],"issue.":[104],"lot":[108],"databases":[111,146],"publicly":[114],"available.":[115],"there":[117],"no":[120],"extensive":[121,139],"evaluations":[122],"existing":[124],"using":[126],"databases.":[128],"To":[129],"fill":[130],"gap,":[132],"study,":[135],"we":[136],"conduct":[137],"an":[138],"evaluation":[140],"thirteen":[142],"twelve":[145],"with":[147,164],"different":[148],"characteristics":[149],"viewing":[151],"devices,":[152],"codecs,":[153],"session":[155],"durations.":[156],"Through":[157],"experiment":[158],"results,":[159],"important":[160],"findings":[161,186],"are":[162,183,189],"provided":[163],"regard":[165],"prediction":[168],"sessions.":[171],"some":[174],"suggestions":[175,188],"effective":[178],"employment":[179],"presented.":[184],"The":[185],"expected":[190],"useful":[193],"researchers":[195],"service":[197],"providers":[198],"make":[200],"assessments":[202],"improvements":[204],"solutions":[207],"streaming.":[210]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":2}],"updated_date":"2026-08-28T12:50:07.497085","created_date":"2022-05-22T00:00:00"}
