{"id":"https://openalex.org/W1484686476","doi":"https://doi.org/10.1109/inm.2015.7140285","title":"A learning-based algorithm for improved bandwidth-awareness of adaptive streaming clients","display_name":"A learning-based algorithm for improved bandwidth-awareness of adaptive streaming clients","publication_year":2015,"publication_date":"2015-05-01","ids":{"openalex":"https://openalex.org/W1484686476","doi":"https://doi.org/10.1109/inm.2015.7140285","mag":"1484686476"},"language":"en","primary_location":{"id":"doi:10.1109/inm.2015.7140285","is_oa":false,"landing_page_url":"https://doi.org/10.1109/inm.2015.7140285","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 IFIP/IEEE International Symposium on Integrated Network Management (IM)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://biblio.ugent.be/publication/5962865","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5010214320","display_name":"Jeroen van der Hooft","orcid":"https://orcid.org/0000-0002-9416-9661"},"institutions":[{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]},{"id":"https://openalex.org/I39327780","display_name":"iMinds","ror":"https://ror.org/03baec336","country_code":"BE","type":"nonprofit","lineage":["https://openalex.org/I39327780"]}],"countries":["BE"],"is_corresponding":true,"raw_author_name":"Jeroen van der Hooft","raw_affiliation_strings":["Ghent University - iMinds, Department of Information Technology, Gaston Crommenlaan 8/201, B-9050 Ghent, Belgium"],"affiliations":[{"raw_affiliation_string":"Ghent University - iMinds, Department of Information Technology, Gaston Crommenlaan 8/201, B-9050 Ghent, Belgium","institution_ids":["https://openalex.org/I39327780","https://openalex.org/I32597200"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066303231","display_name":"Stefano Petrangeli","orcid":"https://orcid.org/0000-0002-5492-7747"},"institutions":[{"id":"https://openalex.org/I39327780","display_name":"iMinds","ror":"https://ror.org/03baec336","country_code":"BE","type":"nonprofit","lineage":["https://openalex.org/I39327780"]},{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Stefano Petrangeli","raw_affiliation_strings":["Department of Information Technology, Ghent University-iMinds, Ghent, Belgium","Ghent University - iMinds, Department of Information Technology, Gaston Crommenlaan 8/201, B-9050 Ghent, Belgium"],"affiliations":[{"raw_affiliation_string":"Department of Information Technology, Ghent University-iMinds, Ghent, Belgium","institution_ids":["https://openalex.org/I39327780","https://openalex.org/I32597200"]},{"raw_affiliation_string":"Ghent University - iMinds, Department of Information Technology, Gaston Crommenlaan 8/201, B-9050 Ghent, Belgium","institution_ids":["https://openalex.org/I39327780","https://openalex.org/I32597200"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048790051","display_name":"Maxim Claeys","orcid":"https://orcid.org/0000-0003-3471-6480"},"institutions":[{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]},{"id":"https://openalex.org/I39327780","display_name":"iMinds","ror":"https://ror.org/03baec336","country_code":"BE","type":"nonprofit","lineage":["https://openalex.org/I39327780"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Maxim Claeys","raw_affiliation_strings":["Department of Information Technology, Ghent University-iMinds, Ghent, Belgium","Ghent University - iMinds, Department of Information Technology, Gaston Crommenlaan 8/201, B-9050 Ghent, Belgium"],"affiliations":[{"raw_affiliation_string":"Department of Information Technology, Ghent University-iMinds, Ghent, Belgium","institution_ids":["https://openalex.org/I39327780","https://openalex.org/I32597200"]},{"raw_affiliation_string":"Ghent University - iMinds, Department of Information Technology, Gaston Crommenlaan 8/201, B-9050 Ghent, Belgium","institution_ids":["https://openalex.org/I39327780","https://openalex.org/I32597200"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047378679","display_name":"Jeroen Famaey","orcid":"https://orcid.org/0000-0002-3587-1354"},"institutions":[{"id":"https://openalex.org/I149213910","display_name":"University of Antwerp","ror":"https://ror.org/008x57b05","country_code":"BE","type":"education","lineage":["https://openalex.org/I149213910"]},{"id":"https://openalex.org/I39327780","display_name":"iMinds","ror":"https://ror.org/03baec336","country_code":"BE","type":"nonprofit","lineage":["https://openalex.org/I39327780"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Jeroen Famaey","raw_affiliation_strings":["Department of Mathematics and Computer Science, University of Antwerp-iMinds, Antwerp, Belgium","University of Antwerp - iMinds, Department of Mathematics and Computer Science, Middelheimlaan 1, B-2020 Antwerp, Belgium"],"affiliations":[{"raw_affiliation_string":"Department of Mathematics and Computer Science, University of Antwerp-iMinds, Antwerp, Belgium","institution_ids":["https://openalex.org/I39327780","https://openalex.org/I149213910"]},{"raw_affiliation_string":"University of Antwerp - iMinds, Department of Mathematics and Computer Science, Middelheimlaan 1, B-2020 Antwerp, Belgium","institution_ids":["https://openalex.org/I39327780","https://openalex.org/I149213910"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5051784384","display_name":"Filip De Turck","orcid":"https://orcid.org/0000-0003-4824-1199"},"institutions":[{"id":"https://openalex.org/I39327780","display_name":"iMinds","ror":"https://ror.org/03baec336","country_code":"BE","type":"nonprofit","lineage":["https://openalex.org/I39327780"]},{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Filip De Turck","raw_affiliation_strings":["Department of Information Technology, Ghent University-iMinds, Ghent, Belgium","Ghent University - iMinds, Department of Information Technology, Gaston Crommenlaan 8/201, B-9050 Ghent, Belgium"],"affiliations":[{"raw_affiliation_string":"Department of Information Technology, Ghent University-iMinds, Ghent, Belgium","institution_ids":["https://openalex.org/I39327780","https://openalex.org/I32597200"]},{"raw_affiliation_string":"Ghent University - iMinds, Department of Information Technology, Gaston Crommenlaan 8/201, B-9050 Ghent, Belgium","institution_ids":["https://openalex.org/I39327780","https://openalex.org/I32597200"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5010214320"],"corresponding_institution_ids":["https://openalex.org/I32597200","https://openalex.org/I39327780"],"apc_list":null,"apc_paid":null,"fwci":3.5538,"has_fulltext":false,"cited_by_count":45,"citation_normalized_percentile":{"value":0.95083259,"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":"131","last_page":"138"},"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/T10741","display_name":"Video Coding and Compression Technologies","score":0.9994999766349792,"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"}},{"id":"https://openalex.org/T10138","display_name":"Network Traffic and Congestion Control","score":0.9961000084877014,"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":0.872687816619873},{"id":"https://openalex.org/keywords/heuristics","display_name":"Heuristics","score":0.8146145343780518},{"id":"https://openalex.org/keywords/quality-of-experience","display_name":"Quality of experience","score":0.6201511025428772},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.550280749797821},{"id":"https://openalex.org/keywords/bandwidth","display_name":"Bandwidth (computing)","score":0.5312032103538513},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.5177642107009888},{"id":"https://openalex.org/keywords/implementation","display_name":"Implementation","score":0.516876220703125},{"id":"https://openalex.org/keywords/heuristic","display_name":"Heuristic","score":0.5068941712379456},{"id":"https://openalex.org/keywords/video-quality","display_name":"Video quality","score":0.5012767314910889},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.48298776149749756},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.3932437300682068},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.38853466510772705},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.302065908908844},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.21812859177589417},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.19669657945632935}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.872687816619873},{"id":"https://openalex.org/C127705205","wikidata":"https://www.wikidata.org/wiki/Q5748245","display_name":"Heuristics","level":2,"score":0.8146145343780518},{"id":"https://openalex.org/C2779333187","wikidata":"https://www.wikidata.org/wiki/Q3132648","display_name":"Quality of experience","level":3,"score":0.6201511025428772},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.550280749797821},{"id":"https://openalex.org/C2776257435","wikidata":"https://www.wikidata.org/wiki/Q1576430","display_name":"Bandwidth (computing)","level":2,"score":0.5312032103538513},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.5177642107009888},{"id":"https://openalex.org/C26713055","wikidata":"https://www.wikidata.org/wiki/Q245962","display_name":"Implementation","level":2,"score":0.516876220703125},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.5068941712379456},{"id":"https://openalex.org/C103910844","wikidata":"https://www.wikidata.org/wiki/Q2631256","display_name":"Video quality","level":3,"score":0.5012767314910889},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.48298776149749756},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.3932437300682068},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.38853466510772705},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.302065908908844},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.21812859177589417},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.19669657945632935},{"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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","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":2,"locations":[{"id":"doi:10.1109/inm.2015.7140285","is_oa":false,"landing_page_url":"https://doi.org/10.1109/inm.2015.7140285","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 IFIP/IEEE International Symposium on Integrated Network Management (IM)","raw_type":"proceedings-article"},{"id":"pmh:oai:archive.ugent.be:5962865","is_oa":true,"landing_page_url":"https://biblio.ugent.be/publication/5962865","pdf_url":null,"source":{"id":"https://openalex.org/S4306400478","display_name":"Ghent University Academic Bibliography (Ghent University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I32597200","host_organization_name":"Ghent University","host_organization_lineage":["https://openalex.org/I32597200"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ISBN: 9783901882760","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"pmh:oai:archive.ugent.be:5962865","is_oa":true,"landing_page_url":"https://biblio.ugent.be/publication/5962865","pdf_url":null,"source":{"id":"https://openalex.org/S4306400478","display_name":"Ghent University Academic Bibliography (Ghent University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I32597200","host_organization_name":"Ghent University","host_organization_lineage":["https://openalex.org/I32597200"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ISBN: 9783901882760","raw_type":"info:eu-repo/semantics/publishedVersion"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.6000000238418579,"display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320321732","display_name":"Agentschap voor Innovatie door Wetenschap en Technologie","ror":"https://ror.org/01antkr91"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W170020907","https://openalex.org/W1508192224","https://openalex.org/W1854134056","https://openalex.org/W1970200030","https://openalex.org/W1972191802","https://openalex.org/W1986333311","https://openalex.org/W2005244180","https://openalex.org/W2015650505","https://openalex.org/W2066064759","https://openalex.org/W2086001538","https://openalex.org/W2121863487","https://openalex.org/W2121895216","https://openalex.org/W2169902944","https://openalex.org/W3011120880","https://openalex.org/W4214717370","https://openalex.org/W6639184294","https://openalex.org/W6775686901"],"related_works":["https://openalex.org/W2883239366","https://openalex.org/W1543922763","https://openalex.org/W3127182254","https://openalex.org/W1971541619","https://openalex.org/W2737069248","https://openalex.org/W2914450980","https://openalex.org/W2542002904","https://openalex.org/W1993691163","https://openalex.org/W1999662728","https://openalex.org/W2796797126"],"abstract_inverted_index":{"HTTP":[0],"Adaptive":[1,215],"Streaming":[2,206,217],"(HAS)":[3],"is":[4,93,102,113,151,189],"becoming":[5],"the":[6,26,30,100,117,146,160,175,182,193,202,209,226,230,243],"de-facto":[7],"standard":[8],"for":[9,33,163,199,214],"Over-The-Top":[10],"video":[11,15,118,216],"streaming.":[12],"A":[13],"HAS":[14,81],"consists":[16],"of":[17,43,138,148,242,250],"multiple":[18,22],"segments,":[19],"encoded":[20],"at":[21,153],"quality":[23,31,54],"levels.":[24],"Allowing":[25],"client":[27,154],"to":[28,66,95,157,180,240],"select":[29],"level":[32,249],"every":[34],"segment,":[35],"a":[36,40,85,89,104,109,131,247],"smoother":[37],"playback":[38],"and":[39,208],"higher":[41],"Quality":[42],"Experience":[44],"(QoE)":[45],"can":[46,234],"be":[47,122,235],"perceived.":[48],"Although":[49],"results":[50,198],"are":[51,57,64,135,170],"promising,":[52],"current":[53],"selection":[55],"heuristics":[56],"generally":[58],"hard":[59],"coded.":[60],"Fixed":[61],"parameter":[62,161],"values":[63],"used":[65,94],"provide":[67],"an":[68],"acceptable":[69],"QoE":[70],"under":[71],"all":[72],"circumstances,":[73],"resulting":[74],"in":[75,174,186],"suboptimal":[76],"solutions.":[77],"Furthermore,":[78],"many":[79],"commercial":[80],"implementations":[82,129],"focus":[83,101],"on":[84,103,190],"video-on-demand":[86],"scenario,":[87],"where":[88],"large":[90],"buffer":[91,111,133,195,232],"size":[92,112,134],"avoid":[96],"play-out":[97,119],"freezes.":[98],"When":[99],"live":[105],"TV":[106],"scenario":[107],"however,":[108],"low":[110,124],"typically":[114],"preferred,":[115],"as":[116,123,125],"delay":[120],"should":[121],"possible.":[126],"Hard":[127],"coded":[128],"using":[130,225],"fixed":[132],"not":[136],"capable":[137],"dealing":[139],"with":[140],"both":[141],"scenarios.":[142],"In":[143],"this":[144,187],"paper,":[145],"concept":[147],"reinforcement":[149],"learning":[150],"introduced":[152],"side,":[155],"allowing":[156,179],"adaptively":[158],"change":[159],"configuration":[162],"existing":[164],"rate":[165],"adaptation":[166],"heuristics.":[167],"Bandwidth":[168],"characteristics":[169],"taken":[171],"into":[172],"account":[173],"decision":[176],"process,":[177],"thus":[178],"improve":[181],"client's":[183],"bandwidth-awareness.":[184],"Focus":[185],"paper":[188],"actively":[191],"reducing":[192],"average":[194,231],"filling,":[196],"evaluating":[197],"two":[200],"heuristics:":[201],"Microsoft":[203],"IIS":[204],"Smooth":[205],"heuristic":[207],"QoE-driven":[210],"Rate":[211],"Adaptation":[212],"Heuristic":[213],"by":[218,237],"Petrangeli":[219],"et":[220],"al.":[221],"We":[222],"show":[223],"that":[224],"proposed":[227],"learning-based":[228],"approach,":[229],"filling":[233],"reduced":[236],"8.3%":[238],"compared":[239],"state":[241],"art,":[244],"while":[245],"achieving":[246],"comparable":[248],"QoE.":[251]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":7},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":11},{"year":2017,"cited_by_count":6},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":1}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}