{"id":"https://openalex.org/W2322384199","doi":"https://doi.org/10.1109/atnac.2015.7366835","title":"Empirical evaluation of MDP-based DASH player","display_name":"Empirical evaluation of MDP-based DASH player","publication_year":2015,"publication_date":"2015-11-01","ids":{"openalex":"https://openalex.org/W2322384199","doi":"https://doi.org/10.1109/atnac.2015.7366835","mag":"2322384199"},"language":"en","primary_location":{"id":"doi:10.1109/atnac.2015.7366835","is_oa":false,"landing_page_url":"https://doi.org/10.1109/atnac.2015.7366835","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 International Telecommunication Networks and Applications Conference (ITNAC)","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/A5063672901","display_name":"Ayub Bokani","orcid":"https://orcid.org/0000-0001-5160-7724"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]},{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Ayub Bokani","raw_affiliation_strings":["National ICT Australia (NICTA)","School of Computer Science and Engineering, The University of New South Wales, Sydney, Australia"],"affiliations":[{"raw_affiliation_string":"National ICT Australia (NICTA)","institution_ids":["https://openalex.org/I42894916"]},{"raw_affiliation_string":"School of Computer Science and Engineering, The University of New South Wales, Sydney, Australia","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020718314","display_name":"Sayed Amir Hoseini","orcid":"https://orcid.org/0000-0002-3105-4218"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]},{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"S. Amir Hoseini","raw_affiliation_strings":["National ICT Australia (NICTA)","School of Computer Science and Engineering, The University of New South Wales, Sydney, Australia"],"affiliations":[{"raw_affiliation_string":"National ICT Australia (NICTA)","institution_ids":["https://openalex.org/I42894916"]},{"raw_affiliation_string":"School of Computer Science and Engineering, The University of New South Wales, Sydney, Australia","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060359558","display_name":"Mahbub Hassan","orcid":"https://orcid.org/0000-0002-3417-8590"},"institutions":[{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Mahbub Hassan","raw_affiliation_strings":["National ICT Australia (NICTA)","School of Computer Science and Engineering, The University of New South Wales, Sydney, Australia"],"affiliations":[{"raw_affiliation_string":"National ICT Australia (NICTA)","institution_ids":["https://openalex.org/I42894916"]},{"raw_affiliation_string":"School of Computer Science and Engineering, The University of New South Wales, Sydney, Australia","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059077090","display_name":"Salil S. Kanhere","orcid":"https://orcid.org/0000-0002-1835-3475"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]},{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Salil S. Kanhere","raw_affiliation_strings":["National ICT Australia (NICTA)","School of Computer Science and Engineering, The University of New South Wales, Sydney, Australia"],"affiliations":[{"raw_affiliation_string":"National ICT Australia (NICTA)","institution_ids":["https://openalex.org/I42894916"]},{"raw_affiliation_string":"School of Computer Science and Engineering, The University of New South Wales, Sydney, Australia","institution_ids":["https://openalex.org/I31746571"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5063672901"],"corresponding_institution_ids":["https://openalex.org/I31746571","https://openalex.org/I42894916"],"apc_list":null,"apc_paid":null,"fwci":0.5523,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.76360926,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"414","issue":null,"first_page":"332","last_page":"337"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11165","display_name":"Image and Video Quality Assessment","score":0.9998000264167786,"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":0.9998000264167786,"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/T11409","display_name":"Advanced Wireless Network Optimization","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10741","display_name":"Video Coding and Compression Technologies","score":0.9976999759674072,"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/dash","display_name":"Dash","score":0.9511691331863403},{"id":"https://openalex.org/keywords/dynamic-adaptive-streaming-over-http","display_name":"Dynamic Adaptive Streaming over HTTP","score":0.9192813634872437},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8560861945152283},{"id":"https://openalex.org/keywords/markov-decision-process","display_name":"Markov decision process","score":0.5898054242134094},{"id":"https://openalex.org/keywords/javascript","display_name":"JavaScript","score":0.5152876377105713},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.5022430419921875},{"id":"https://openalex.org/keywords/markov-process","display_name":"Markov process","score":0.4492458701133728},{"id":"https://openalex.org/keywords/quality-of-experience","display_name":"Quality of experience","score":0.44910287857055664},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.4275766611099243},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3247816562652588},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.09616872668266296}],"concepts":[{"id":"https://openalex.org/C2776090536","wikidata":"https://www.wikidata.org/wiki/Q187819","display_name":"Dash","level":2,"score":0.9511691331863403},{"id":"https://openalex.org/C2777588599","wikidata":"https://www.wikidata.org/wiki/Q135299","display_name":"Dynamic Adaptive Streaming over HTTP","level":4,"score":0.9192813634872437},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8560861945152283},{"id":"https://openalex.org/C106189395","wikidata":"https://www.wikidata.org/wiki/Q176789","display_name":"Markov decision process","level":3,"score":0.5898054242134094},{"id":"https://openalex.org/C544833334","wikidata":"https://www.wikidata.org/wiki/Q2005","display_name":"JavaScript","level":2,"score":0.5152876377105713},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.5022430419921875},{"id":"https://openalex.org/C159886148","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov process","level":2,"score":0.4492458701133728},{"id":"https://openalex.org/C2779333187","wikidata":"https://www.wikidata.org/wiki/Q3132648","display_name":"Quality of experience","level":3,"score":0.44910287857055664},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.4275766611099243},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3247816562652588},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.09616872668266296},{"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/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/atnac.2015.7366835","is_oa":false,"landing_page_url":"https://doi.org/10.1109/atnac.2015.7366835","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 International Telecommunication Networks and Applications Conference (ITNAC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4699999988079071,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W32403112","https://openalex.org/W1972191802","https://openalex.org/W2023669805","https://openalex.org/W2036566298","https://openalex.org/W2061700262","https://openalex.org/W2068666465","https://openalex.org/W2074411880","https://openalex.org/W2077633508","https://openalex.org/W2077963383","https://openalex.org/W2103647458","https://openalex.org/W2105422004","https://openalex.org/W2112167301","https://openalex.org/W2119567691","https://openalex.org/W2136656157","https://openalex.org/W2185395384","https://openalex.org/W3011120880"],"related_works":["https://openalex.org/W2086791979","https://openalex.org/W2028643315","https://openalex.org/W2937200029","https://openalex.org/W2663282472","https://openalex.org/W2726908435","https://openalex.org/W2210424002","https://openalex.org/W2560609567","https://openalex.org/W2978071635","https://openalex.org/W3097892262","https://openalex.org/W3081922100"],"abstract_inverted_index":{"Dynamic":[0],"Adaptive":[1],"Streaming":[2],"over":[3,176,190],"HTTP":[4],"(DASH)":[5],"is":[6,40,111],"one":[7],"of":[8,33,93],"the":[9,24,30,34,45,50,76,87,91,141],"most":[10],"widely":[11],"used":[12,112],"adaptive":[13],"streaming":[14,98],"technique":[15],"for":[16,159],"watching":[17],"online":[18],"video":[19,35],"content.":[20],"DASH":[21,64,103,107,137],"adapts":[22],"to":[23,85],"varying":[25],"network":[26,51,127,179],"conditions":[27],"by":[28,43,106],"selecting":[29],"appropriate":[31],"bitrate":[32,38],"stream.":[36],"The":[37,100],"adaptation":[39,150],"typically":[41],"done":[42],"monitoring":[44],"playback":[46],"buffer":[47,146],"level":[48],"and/or":[49],"condition":[52],"on":[53],"client":[54],"side.":[55],"In":[56],"this":[57],"paper":[58],"we":[59,156,163],"empirically":[60],"evaluate":[61],"our":[62,118,130,135],"JavaScript":[63,102],"player":[65,81,104,138,143],"in":[66,117,129],"which,":[67],"Markov":[68],"Decision":[69],"Process":[70],"(MDP)":[71],"has":[72],"been":[73],"considered":[74],"as":[75,113],"underlying":[77],"optimization":[78],"framework.":[79],"This":[80],"uses":[82,145],"Q-learning":[83],"algorithm":[84],"learn":[86],"model":[88,116],"and":[89,125,132,148,171,180,185],"optimize":[90],"Quality":[92],"Service":[94],"(QoS)":[95],"after":[96],"multiple":[97],"sessions.":[99],"basic":[101],"developed":[105],"Industry":[108],"Forum":[109],"(DASHIF)":[110],"a":[114,177],"benchmarking":[115],"evaluations.":[119],"We":[120],"use":[121],"Google":[122],"Chrome's":[123],"3G":[124,178],"4G":[126],"emulators":[128],"experiments":[131],"show":[133,157],"that":[134,158],"MDP-based":[136],"significantly":[139],"outperforms":[140],"DASHIF":[142],"which":[144],"control":[147],"rate":[149],"techniques":[151],"simultaneously.":[152],"Using":[153],"real-time":[154],"experiments,":[155],"similar":[160],"picture":[161],"quality":[162,174,188],"can":[164],"achieve":[165],"about":[166],"18x":[167],"fewer":[168,173,182,187],"deadline":[169,183],"misses":[170,184],"5x":[172],"switches":[175,189],"32x":[181],"1.6x":[186],"4G.":[191]},"counts_by_year":[{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
