{"id":"https://openalex.org/W1976584046","doi":"https://doi.org/10.1109/icme.2013.6607585","title":"A learning based congestion control for multimedia transmission in wireless networks","display_name":"A learning based congestion control for multimedia transmission in wireless networks","publication_year":2013,"publication_date":"2013-07-01","ids":{"openalex":"https://openalex.org/W1976584046","doi":"https://doi.org/10.1109/icme.2013.6607585","mag":"1976584046"},"language":"en","primary_location":{"id":"doi:10.1109/icme.2013.6607585","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icme.2013.6607585","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 IEEE International Conference on Multimedia and Expo (ICME)","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/A5066282116","display_name":"Oussama Habachi","orcid":"https://orcid.org/0000-0001-7121-5760"},"institutions":[{"id":"https://openalex.org/I198415970","display_name":"Universit\u00e9 d'Avignon et des Pays de Vaucluse","ror":"https://ror.org/00mfpxb84","country_code":"FR","type":"education","lineage":["https://openalex.org/I198415970"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Oussama Habachi","raw_affiliation_strings":["LIA, University of Avignon, France","LIA - University of Avignon, Avignon, France#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LIA, University of Avignon, France","institution_ids":["https://openalex.org/I198415970"]},{"raw_affiliation_string":"LIA - University of Avignon, Avignon, France#TAB#","institution_ids":["https://openalex.org/I198415970"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047238501","display_name":"Nicholas Mastronarde","orcid":"https://orcid.org/0000-0002-8474-7237"},"institutions":[{"id":"https://openalex.org/I63190737","display_name":"University at Buffalo, State University of New York","ror":"https://ror.org/01y64my43","country_code":"US","type":"education","lineage":["https://openalex.org/I63190737"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nicholas Mastronarde","raw_affiliation_strings":["Department of E.E, University at Buffalo, USA","Dept. of E.E, Univ. at Buffalo, Buffalo, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of E.E, University at Buffalo, USA","institution_ids":["https://openalex.org/I63190737"]},{"raw_affiliation_string":"Dept. of E.E, Univ. at Buffalo, Buffalo, NY, USA","institution_ids":["https://openalex.org/I63190737"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048585090","display_name":"Hsien-Po Shiang","orcid":null},"institutions":[{"id":"https://openalex.org/I135428043","display_name":"Cisco Systems (United States)","ror":"https://ror.org/03yt1ez60","country_code":"US","type":"company","lineage":["https://openalex.org/I135428043"]},{"id":"https://openalex.org/I151281966","display_name":"Cisco Systems (China)","ror":"https://ror.org/02qy75381","country_code":"CN","type":"company","lineage":["https://openalex.org/I135428043","https://openalex.org/I151281966"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Hsien-Po Shiang","raw_affiliation_strings":["Cisco Systems, Inc., San Jose, CA, USA","Cisco Systems, Inc., San Jose, CA , USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cisco Systems, Inc., San Jose, CA, USA","institution_ids":["https://openalex.org/I135428043"]},{"raw_affiliation_string":"Cisco Systems, Inc., San Jose, CA , USA","institution_ids":["https://openalex.org/I151281966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012339002","display_name":"Mihaela van der Schaar","orcid":"https://orcid.org/0000-0003-3933-6049"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mihaela van der Schaar","raw_affiliation_strings":["Department of E.E., University of California, Los Angeles, USA","Dept. of E.E., UCLA, Los Angeles, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of E.E., University of California, Los Angeles, USA","institution_ids":["https://openalex.org/I161318765"]},{"raw_affiliation_string":"Dept. of E.E., UCLA, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006338234","display_name":"Y\u00e9z\u00e9ka\u00ebl Hayel","orcid":"https://orcid.org/0000-0003-3891-3916"},"institutions":[{"id":"https://openalex.org/I198415970","display_name":"Universit\u00e9 d'Avignon et des Pays de Vaucluse","ror":"https://ror.org/00mfpxb84","country_code":"FR","type":"education","lineage":["https://openalex.org/I198415970"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Yezekael Hayel","raw_affiliation_strings":["LIA, University of Avignon, France","LIA - University of Avignon, Avignon, France#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LIA, University of Avignon, France","institution_ids":["https://openalex.org/I198415970"]},{"raw_affiliation_string":"LIA - University of Avignon, Avignon, France#TAB#","institution_ids":["https://openalex.org/I198415970"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.0593864,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"21","issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10138","display_name":"Network Traffic and Congestion Control","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T10138","display_name":"Network Traffic and Congestion Control","score":0.9998999834060669,"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/T11409","display_name":"Advanced Wireless Network Optimization","score":0.9994999766349792,"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/T11158","display_name":"Wireless Networks and Protocols","score":0.9991000294685364,"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":0.8032618165016174},{"id":"https://openalex.org/keywords/network-congestion","display_name":"Network congestion","score":0.8009102940559387},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.7017515897750854},{"id":"https://openalex.org/keywords/markov-decision-process","display_name":"Markov decision process","score":0.69704669713974},{"id":"https://openalex.org/keywords/partially-observable-markov-decision-process","display_name":"Partially observable Markov decision process","score":0.5877972841262817},{"id":"https://openalex.org/keywords/throughput","display_name":"Throughput","score":0.5366010665893555},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.5321896076202393},{"id":"https://openalex.org/keywords/transmission","display_name":"Transmission (telecommunications)","score":0.5308747291564941},{"id":"https://openalex.org/keywords/markov-process","display_name":"Markov process","score":0.5037030577659607},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.4816955029964447},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.46811383962631226},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.44734901189804077},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.44368916749954224},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.44309934973716736},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.40147948265075684},{"id":"https://openalex.org/keywords/markov-chain","display_name":"Markov chain","score":0.341673880815506},{"id":"https://openalex.org/keywords/markov-model","display_name":"Markov model","score":0.3052273392677307},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.13912546634674072},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.10842278599739075}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8032618165016174},{"id":"https://openalex.org/C195563490","wikidata":"https://www.wikidata.org/wiki/Q180368","display_name":"Network congestion","level":3,"score":0.8009102940559387},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.7017515897750854},{"id":"https://openalex.org/C106189395","wikidata":"https://www.wikidata.org/wiki/Q176789","display_name":"Markov decision process","level":3,"score":0.69704669713974},{"id":"https://openalex.org/C17098449","wikidata":"https://www.wikidata.org/wiki/Q176814","display_name":"Partially observable Markov decision process","level":4,"score":0.5877972841262817},{"id":"https://openalex.org/C157764524","wikidata":"https://www.wikidata.org/wiki/Q1383412","display_name":"Throughput","level":3,"score":0.5366010665893555},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.5321896076202393},{"id":"https://openalex.org/C761482","wikidata":"https://www.wikidata.org/wiki/Q118093","display_name":"Transmission (telecommunications)","level":2,"score":0.5308747291564941},{"id":"https://openalex.org/C159886148","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov process","level":2,"score":0.5037030577659607},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.4816955029964447},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.46811383962631226},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.44734901189804077},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.44368916749954224},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.44309934973716736},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.40147948265075684},{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.341673880815506},{"id":"https://openalex.org/C163836022","wikidata":"https://www.wikidata.org/wiki/Q6771326","display_name":"Markov model","level":3,"score":0.3052273392677307},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.13912546634674072},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.10842278599739075},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","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/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icme.2013.6607585","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icme.2013.6607585","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 IEEE International Conference on Multimedia and Expo (ICME)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W95627046","https://openalex.org/W1491973539","https://openalex.org/W1591195137","https://openalex.org/W1657674574","https://openalex.org/W2037894865","https://openalex.org/W2047947005","https://openalex.org/W2100948257","https://openalex.org/W2108169811","https://openalex.org/W2118760020","https://openalex.org/W2124175081","https://openalex.org/W2131633717","https://openalex.org/W2132454267","https://openalex.org/W2166615620","https://openalex.org/W6603889278","https://openalex.org/W6635361834","https://openalex.org/W6636922475","https://openalex.org/W6677727402","https://openalex.org/W6678114464"],"related_works":["https://openalex.org/W2096013579","https://openalex.org/W52153049","https://openalex.org/W1760611253","https://openalex.org/W1589140671","https://openalex.org/W2951545791","https://openalex.org/W1515117609","https://openalex.org/W2294884454","https://openalex.org/W4323315247","https://openalex.org/W3169161914","https://openalex.org/W4321379664"],"abstract_inverted_index":{"The":[0,69],"intense":[1],"throughput":[2],"and":[3,107,112],"stringent":[4],"delay":[5],"requirements":[6],"of":[7,89],"Internet":[8],"multimedia":[9,67,92],"applications":[10],"has":[11],"spurred":[12],"the":[13,41,60,85,90,105,110,116,122,128],"need":[14],"for":[15,66],"new":[16],"transport":[17],"protocols":[18],"with":[19],"flexible":[20],"transmission":[21,46],"control.":[22],"Current":[23],"TCP":[24],"congestion":[25,42,56,62,71],"control":[26,57,72],"adopts":[27],"an":[28,53],"Additive":[29],"Increase":[30],"Multiplicative":[31],"Decrease":[32],"(AIMD)":[33],"algorithm":[34,100],"that":[35,58,121],"linearly":[36],"increases":[37],"or":[38],"exponentially":[39],"decreases":[40],"window":[43,63],"based":[44],"on":[45,115],"acknowledgements.":[47],"In":[48],"this":[49],"paper,":[50],"we":[51,95],"propose":[52,96],"AIMD-based":[54],"media-aware":[55,70],"determines":[59],"optimal":[61],"updating":[64],"policy":[65],"transmission.":[68],"is":[73],"formulated":[74],"as":[75],"a":[76,97],"Partially":[77],"Observable":[78],"Markov":[79],"Decision":[80],"Process":[81],"(POMDP),":[82],"which":[83],"maximizes":[84],"long-term":[86],"expected":[87],"quality":[88],"received":[91,129],"data.":[93],"Moreover,":[94],"reinforcement":[98],"learning":[99],"in":[101],"order":[102],"to":[103,109,138],"estimate":[104],"environment":[106],"adapt":[108],"source":[111,135],"network":[113],"variations":[114],"fly.":[117],"Simulation":[118],"results":[119],"show":[120],"proposed":[123],"approach":[124],"can":[125],"significantly":[126],"improve":[127],"video":[130],"quality,":[131],"particularly":[132],"at":[133],"high":[134],"rates,":[136],"compared":[137],"conventional":[139],"TCP.":[140]},"counts_by_year":[{"year":2019,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}