{"id":"https://openalex.org/W2982204176","doi":"https://doi.org/10.1145/3343031.3356071","title":"Latency Aware Adaptive Video Streaming using Ensemble Deep Reinforcement Learning","display_name":"Latency Aware Adaptive Video Streaming using Ensemble Deep Reinforcement Learning","publication_year":2019,"publication_date":"2019-10-15","ids":{"openalex":"https://openalex.org/W2982204176","doi":"https://doi.org/10.1145/3343031.3356071","mag":"2982204176"},"language":"en","primary_location":{"id":"doi:10.1145/3343031.3356071","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3343031.3356071","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 27th ACM International Conference on Multimedia","raw_type":"proceedings-article"},"type":"conference-paper","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/A5109432761","display_name":"Yin Zhao","orcid":null},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yin Zhao","raw_affiliation_strings":["Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103712368","display_name":"Qiwei Shen","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Qi-Wei Shen","raw_affiliation_strings":["EBUPT Information Technology Company, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"EBUPT Information Technology Company, Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100318291","display_name":"Wei Li","orcid":"https://orcid.org/0000-0002-8278-1765"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wei Li","raw_affiliation_strings":["EBUPT Information Technology Company, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"EBUPT Information Technology Company, Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113880185","display_name":"Tong Xu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tong Xu","raw_affiliation_strings":["EBUPT Information Technology Company, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"EBUPT Information Technology Company, Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043307238","display_name":"Wei-hua Niu","orcid":null},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei-Hua Niu","raw_affiliation_strings":["Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088680496","display_name":"Si-Ran Xu","orcid":null},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Si-Ran Xu","raw_affiliation_strings":["Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"2647","last_page":"2651"},"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/T10741","display_name":"Video Coding and Compression Technologies","score":0.9988999962806702,"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/T12720","display_name":"Multimedia Communication and Technology","score":0.9854000210762024,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8678264617919922},{"id":"https://openalex.org/keywords/latency","display_name":"Latency (audio)","score":0.7952537536621094},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.7777841687202454},{"id":"https://openalex.org/keywords/quality-of-experience","display_name":"Quality of experience","score":0.5581160187721252},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.4957481324672699},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3182606101036072},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.25445905327796936},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.23364350199699402}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8678264617919922},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.7952537536621094},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7777841687202454},{"id":"https://openalex.org/C2779333187","wikidata":"https://www.wikidata.org/wiki/Q3132648","display_name":"Quality of experience","level":3,"score":0.5581160187721252},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.4957481324672699},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3182606101036072},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.25445905327796936},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.23364350199699402},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3343031.3356071","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3343031.3356071","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 27th ACM International Conference on Multimedia","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":8,"referenced_works":["https://openalex.org/W2145339207","https://openalex.org/W2150453038","https://openalex.org/W2167407752","https://openalex.org/W2482797934","https://openalex.org/W2546571074","https://openalex.org/W2744628735","https://openalex.org/W2963191323","https://openalex.org/W4247950230"],"related_works":["https://openalex.org/W4306904969","https://openalex.org/W2138720691","https://openalex.org/W4362501864","https://openalex.org/W4380318855","https://openalex.org/W3084456289","https://openalex.org/W2024136090","https://openalex.org/W4391331176","https://openalex.org/W2031695474","https://openalex.org/W2954284861","https://openalex.org/W3036465205"],"abstract_inverted_index":{"The":[0],"development":[1],"of":[2,92,109],"live":[3],"broadcasting":[4],"represents":[5],"many":[6],"new":[7],"technical":[8],"challenges":[9],"on":[10],"adaptive":[11],"bitrate(ABR)":[12],"algorithms,":[13],"which":[14],"not":[15],"only":[16,47],"requires":[17],"stable":[18],"and":[19,32,51,87,105],"high-quality":[20],"transmission":[21],"but":[22],"also":[23],"low":[24],"end-to-end":[25,62],"latency.":[26],"Reinforcement":[27],"learning(RL)":[28],"achieves":[29],"promising":[30],"results":[31,96],"can":[33],"learn":[34],"ABR":[35],"algorithms":[36],"automatically":[37],"without":[38],"using":[39],"any":[40],"pre-programmed":[41],"control":[42,50,72],"rules.":[43],"However,":[44],"existing":[45],"methods":[46,104],"consider":[48],"bitrate":[49],"ignore":[52],"latency":[53,68],"control.":[54],"Therefore,":[55],"in":[56],"order":[57],"to":[58,71,83],"effectively":[59],"reduce":[60,84],"the":[61,73,89,107],"latency,":[63],"we":[64],"propose":[65],"an":[66],"independent":[67],"limit":[69],"model":[70,78,100],"frame":[74],"skipping.":[75],"Moreover,":[76],"a":[77],"ensemble":[79],"algorithm":[80],"is":[81],"implemented":[82],"performance":[85],"variance":[86],"improve":[88],"user":[90],"quality":[91],"experience":[93],"(QoE).":[94],"Experimental":[95],"show":[97],"that":[98],"our":[99,110],"outperforms":[101],"base-":[102],"line":[103],"demonstrate":[106],"effectiveness":[108],"model.":[111]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}