{"id":"https://openalex.org/W2896868884","doi":"https://doi.org/10.1145/3207677.3278097","title":"Design and Implementation of a Video Streaming Adaptive Algorithm Based on Markov Prediction Model","display_name":"Design and Implementation of a Video Streaming Adaptive Algorithm Based on Markov Prediction Model","publication_year":2018,"publication_date":"2018-10-18","ids":{"openalex":"https://openalex.org/W2896868884","doi":"https://doi.org/10.1145/3207677.3278097","mag":"2896868884"},"language":"en","primary_location":{"id":"doi:10.1145/3207677.3278097","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3207677.3278097","pdf_url":null,"source":{"id":"https://openalex.org/S4306523741","display_name":"Proceedings of the 2nd International Conference on Computer Science and Application Engineering","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2nd International Conference on Computer Science and Application Engineering","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/A5045340917","display_name":"Jiangtao Liu","orcid":"https://orcid.org/0000-0002-5835-9193"},"institutions":[{"id":"https://openalex.org/I178232147","display_name":"Guizhou University","ror":"https://ror.org/02wmsc916","country_code":"CN","type":"education","lineage":["https://openalex.org/I178232147"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jiangtao Liu","raw_affiliation_strings":["School of Computer Science and Technology, Guizhou University, Guiyang, Guizhou, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Guizhou University, Guiyang, Guizhou, China","institution_ids":["https://openalex.org/I178232147"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101787835","display_name":"Zeping Li","orcid":"https://orcid.org/0000-0001-8260-4278"},"institutions":[{"id":"https://openalex.org/I178232147","display_name":"Guizhou University","ror":"https://ror.org/02wmsc916","country_code":"CN","type":"education","lineage":["https://openalex.org/I178232147"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zeping Li","raw_affiliation_strings":["School of Computer Science and Technology, Guizhou University, Guiyang, Guizhou, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Guizhou University, Guiyang, Guizhou, China","institution_ids":["https://openalex.org/I178232147"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101546521","display_name":"Chuan Lin","orcid":"https://orcid.org/0000-0003-3714-5257"},"institutions":[{"id":"https://openalex.org/I178232147","display_name":"Guizhou University","ror":"https://ror.org/02wmsc916","country_code":"CN","type":"education","lineage":["https://openalex.org/I178232147"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chuan Lin","raw_affiliation_strings":["School of Computer Science and Technology, Guizhou University, Guiyang, Guizhou, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Guizhou University, Guiyang, Guizhou, China","institution_ids":["https://openalex.org/I178232147"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060573398","display_name":"Bingzhao Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I178232147","display_name":"Guizhou University","ror":"https://ror.org/02wmsc916","country_code":"CN","type":"education","lineage":["https://openalex.org/I178232147"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bingzhao Yang","raw_affiliation_strings":["School of Computer Science and Technology, Guizhou University, Guiyang, Guizhou, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Guizhou University, Guiyang, Guizhou, China","institution_ids":["https://openalex.org/I178232147"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102239648","display_name":"Mengyuan Ge","orcid":null},"institutions":[{"id":"https://openalex.org/I178232147","display_name":"Guizhou University","ror":"https://ror.org/02wmsc916","country_code":"CN","type":"education","lineage":["https://openalex.org/I178232147"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mengyuan Ge","raw_affiliation_strings":["School of Computer Science and Technology, Guizhou University, Guiyang, Guizhou, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Guizhou University, Guiyang, Guizhou, China","institution_ids":["https://openalex.org/I178232147"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5045340917"],"corresponding_institution_ids":["https://openalex.org/I178232147"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.12528648,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"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/T10138","display_name":"Network Traffic and Congestion Control","score":0.9980000257492065,"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"}},{"id":"https://openalex.org/T10741","display_name":"Video Coding and Compression Technologies","score":0.9937000274658203,"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":0.8820383548736572},{"id":"https://openalex.org/keywords/adaptability","display_name":"Adaptability","score":0.6093012094497681},{"id":"https://openalex.org/keywords/bandwidth","display_name":"Bandwidth (computing)","score":0.5911083817481995},{"id":"https://openalex.org/keywords/video-streaming","display_name":"Video streaming","score":0.5760580897331238},{"id":"https://openalex.org/keywords/markov-chain","display_name":"Markov chain","score":0.542016863822937},{"id":"https://openalex.org/keywords/quality-of-experience","display_name":"Quality of experience","score":0.5260835886001587},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.4989602565765381},{"id":"https://openalex.org/keywords/network-congestion","display_name":"Network congestion","score":0.4974818527698517},{"id":"https://openalex.org/keywords/video-quality","display_name":"Video quality","score":0.44168877601623535},{"id":"https://openalex.org/keywords/blocking","display_name":"Blocking (statistics)","score":0.43516066670417786},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4323121905326843},{"id":"https://openalex.org/keywords/transmission","display_name":"Transmission (telecommunications)","score":0.4312412440776825},{"id":"https://openalex.org/keywords/markov-model","display_name":"Markov model","score":0.4195590019226074},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.40113991498947144},{"id":"https://openalex.org/keywords/network-packet","display_name":"Network packet","score":0.3192102909088135},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.3043079376220703},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.16657066345214844},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.08777928352355957}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8820383548736572},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.6093012094497681},{"id":"https://openalex.org/C2776257435","wikidata":"https://www.wikidata.org/wiki/Q1576430","display_name":"Bandwidth (computing)","level":2,"score":0.5911083817481995},{"id":"https://openalex.org/C2986160907","wikidata":"https://www.wikidata.org/wiki/Q220499","display_name":"Video streaming","level":2,"score":0.5760580897331238},{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.542016863822937},{"id":"https://openalex.org/C2779333187","wikidata":"https://www.wikidata.org/wiki/Q3132648","display_name":"Quality of experience","level":3,"score":0.5260835886001587},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.4989602565765381},{"id":"https://openalex.org/C195563490","wikidata":"https://www.wikidata.org/wiki/Q180368","display_name":"Network congestion","level":3,"score":0.4974818527698517},{"id":"https://openalex.org/C103910844","wikidata":"https://www.wikidata.org/wiki/Q2631256","display_name":"Video quality","level":3,"score":0.44168877601623535},{"id":"https://openalex.org/C144745244","wikidata":"https://www.wikidata.org/wiki/Q4927286","display_name":"Blocking (statistics)","level":2,"score":0.43516066670417786},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4323121905326843},{"id":"https://openalex.org/C761482","wikidata":"https://www.wikidata.org/wiki/Q118093","display_name":"Transmission (telecommunications)","level":2,"score":0.4312412440776825},{"id":"https://openalex.org/C163836022","wikidata":"https://www.wikidata.org/wiki/Q6771326","display_name":"Markov model","level":3,"score":0.4195590019226074},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.40113991498947144},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.3192102909088135},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.3043079376220703},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.16657066345214844},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.08777928352355957},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"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/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"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/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3207677.3278097","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3207677.3278097","pdf_url":null,"source":{"id":"https://openalex.org/S4306523741","display_name":"Proceedings of the 2nd International Conference on Computer Science and Application Engineering","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2nd International Conference on Computer Science and Application Engineering","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.4300000071525574,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1972344637","https://openalex.org/W2000059397","https://openalex.org/W2066151069","https://openalex.org/W2092502421","https://openalex.org/W2138541738","https://openalex.org/W2396396106","https://openalex.org/W2397506972","https://openalex.org/W2618050975","https://openalex.org/W2623266823","https://openalex.org/W2754553764","https://openalex.org/W2765187264","https://openalex.org/W2769531124","https://openalex.org/W2869336761","https://openalex.org/W2963162209"],"related_works":["https://openalex.org/W2883239366","https://openalex.org/W1543922763","https://openalex.org/W3127182254","https://openalex.org/W2737069248","https://openalex.org/W2914450980","https://openalex.org/W2542002904","https://openalex.org/W2140624161","https://openalex.org/W1971541619","https://openalex.org/W1993691163","https://openalex.org/W2053916852"],"abstract_inverted_index":{"This":[0],"paper1":[1],"takes":[2],"WebRTC":[3],"as":[4,11,75],"the":[5,24,34,42,46,55,62,78,82,86,89,96,103,107,112,118],"basic":[6],"framework":[7],"and":[8,32,94,109],"uses":[9],"H.264":[10,27],"video":[12,28,35,91],"streaming":[13,36],"encoding":[14],"format,":[15],"which":[16],"constructs":[17],"a":[18],"markov":[19],"predictive":[20],"model":[21,43],"according":[22],"to":[23,69,76],"characteristic":[25],"of":[26,48,50,58,80,85,98,111],"frames.":[29],"We":[30],"design":[31],"implement":[33],"adaptive":[37],"algorithm":[38,65,114],"(MVSA)":[39],"based":[40],"on":[41],"by":[44],"predicting":[45],"size":[47],"B-frames":[49],"time":[51],"series.":[52],"MVSA":[53,113],"employs":[54],"predicted":[56],"value":[57],"network":[59,120],"bandwidth":[60,83],"through":[61],"blocking":[63],"control":[64],"GCC(Google":[66],"Congestion":[67],"Control)":[68],"selectively":[70],"discard":[71],"B":[72],"frames,":[73],"so":[74],"achieve":[77],"purpose":[79],"reducing":[81],"demand":[84],"system":[87],"under":[88],"same":[90],"quality":[92],"transmission":[93,99],"enhance":[95],"self-adaptability":[97],"bandwidth,":[100],"thereby":[101],"improving":[102],"user's":[104],"QoE.":[105],"Finally,":[106],"feasibility":[108],"effectiveness":[110],"are":[115],"verified":[116],"in":[117],"real":[119],"environment.":[121]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}