{"id":"https://openalex.org/W2107330855","doi":"https://doi.org/10.1109/medhocnet.2014.6849102","title":"A machine learning approach to QoE-based video admission control and resource allocation in wireless systems","display_name":"A machine learning approach to QoE-based video admission control and resource allocation in wireless systems","publication_year":2014,"publication_date":"2014-06-01","ids":{"openalex":"https://openalex.org/W2107330855","doi":"https://doi.org/10.1109/medhocnet.2014.6849102","mag":"2107330855"},"language":"en","primary_location":{"id":"doi:10.1109/medhocnet.2014.6849102","is_oa":false,"landing_page_url":"https://doi.org/10.1109/medhocnet.2014.6849102","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 13th Annual Mediterranean Ad Hoc Networking Workshop (MED-HOC-NET)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6849102","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5027874987","display_name":"Alberto Testolin","orcid":"https://orcid.org/0000-0001-7062-4861"},"institutions":[{"id":"https://openalex.org/I138689650","display_name":"University of Padua","ror":"https://ror.org/00240q980","country_code":"IT","type":"education","lineage":["https://openalex.org/I138689650"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Alberto Testolin","raw_affiliation_strings":["Department of General Psychology, University of Padova, Italy","Dept. of Gen. Psychol., Univ. of Padova, Padua, Italy"],"affiliations":[{"raw_affiliation_string":"Department of General Psychology, University of Padova, Italy","institution_ids":["https://openalex.org/I138689650"]},{"raw_affiliation_string":"Dept. of Gen. Psychol., Univ. of Padova, Padua, Italy","institution_ids":["https://openalex.org/I138689650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089972811","display_name":"Marco Zanforlin","orcid":null},"institutions":[{"id":"https://openalex.org/I138689650","display_name":"University of Padua","ror":"https://ror.org/00240q980","country_code":"IT","type":"education","lineage":["https://openalex.org/I138689650"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Marco Zanforlin","raw_affiliation_strings":["Department of Information Engineering, University of Padova, Italy","Department of Information Engineering, University of Padova , Padua, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Information Engineering, University of Padova, Italy","institution_ids":["https://openalex.org/I138689650"]},{"raw_affiliation_string":"Department of Information Engineering, University of Padova , Padua, Italy","institution_ids":["https://openalex.org/I138689650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068474965","display_name":"Michele De Filippo De Grazia","orcid":"https://orcid.org/0000-0003-3682-8582"},"institutions":[{"id":"https://openalex.org/I138689650","display_name":"University of Padua","ror":"https://ror.org/00240q980","country_code":"IT","type":"education","lineage":["https://openalex.org/I138689650"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Michele De Filippo De Grazia","raw_affiliation_strings":["Department of General Psychology, University of Padova, Italy","Dept. of Gen. Psychol., Univ. of Padova, Padua, Italy"],"affiliations":[{"raw_affiliation_string":"Department of General Psychology, University of Padova, Italy","institution_ids":["https://openalex.org/I138689650"]},{"raw_affiliation_string":"Dept. of Gen. Psychol., Univ. of Padova, Padua, Italy","institution_ids":["https://openalex.org/I138689650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070937611","display_name":"Daniele Munaretto","orcid":"https://orcid.org/0000-0001-8617-173X"},"institutions":[{"id":"https://openalex.org/I138689650","display_name":"University of Padua","ror":"https://ror.org/00240q980","country_code":"IT","type":"education","lineage":["https://openalex.org/I138689650"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Daniele Munaretto","raw_affiliation_strings":["Department of General Psychology, University of Padova, Italy","Department of Information Engineering, University of Padova , Padua, Italy"],"affiliations":[{"raw_affiliation_string":"Department of General Psychology, University of Padova, Italy","institution_ids":["https://openalex.org/I138689650"]},{"raw_affiliation_string":"Department of Information Engineering, University of Padova , Padua, Italy","institution_ids":["https://openalex.org/I138689650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008187510","display_name":"Andr\u00e9a Zanella","orcid":"https://orcid.org/0000-0003-3671-5190"},"institutions":[{"id":"https://openalex.org/I138689650","display_name":"University of Padua","ror":"https://ror.org/00240q980","country_code":"IT","type":"education","lineage":["https://openalex.org/I138689650"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Andrea Zanella","raw_affiliation_strings":["Department of General Psychology, University of Padova, Italy","Department of Information Engineering, University of Padova , Padua, Italy"],"affiliations":[{"raw_affiliation_string":"Department of General Psychology, University of Padova, Italy","institution_ids":["https://openalex.org/I138689650"]},{"raw_affiliation_string":"Department of Information Engineering, University of Padova , Padua, Italy","institution_ids":["https://openalex.org/I138689650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008796300","display_name":"Marco Zorzi","orcid":"https://orcid.org/0000-0002-4651-6390"},"institutions":[{"id":"https://openalex.org/I138689650","display_name":"University of Padua","ror":"https://ror.org/00240q980","country_code":"IT","type":"education","lineage":["https://openalex.org/I138689650"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Marco Zorzi","raw_affiliation_strings":["Department of General Psychology, University of Padova, Italy","Department of Information Engineering, University of Padova, Italy","Dept. of Gen. Psychol., Univ. of Padova, Padua, Italy"],"affiliations":[{"raw_affiliation_string":"Department of General Psychology, University of Padova, Italy","institution_ids":["https://openalex.org/I138689650"]},{"raw_affiliation_string":"Department of Information Engineering, University of Padova, Italy","institution_ids":["https://openalex.org/I138689650"]},{"raw_affiliation_string":"Dept. of Gen. Psychol., Univ. of Padova, Padua, Italy","institution_ids":["https://openalex.org/I138689650"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005894115","display_name":"Michele Zorzi","orcid":"https://orcid.org/0000-0003-2870-4678"},"institutions":[{"id":"https://openalex.org/I138689650","display_name":"University of Padua","ror":"https://ror.org/00240q980","country_code":"IT","type":"education","lineage":["https://openalex.org/I138689650"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Michele Zorzi","raw_affiliation_strings":["Department of General Psychology, University of Padova, Italy","Department of Information Engineering, University of Padova, Italy","Department of Information Engineering, University of Padova , Padua, Italy"],"affiliations":[{"raw_affiliation_string":"Department of General Psychology, University of Padova, Italy","institution_ids":["https://openalex.org/I138689650"]},{"raw_affiliation_string":"Department of Information Engineering, University of Padova, Italy","institution_ids":["https://openalex.org/I138689650"]},{"raw_affiliation_string":"Department of Information Engineering, University of Padova , Padua, Italy","institution_ids":["https://openalex.org/I138689650"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5027874987"],"corresponding_institution_ids":["https://openalex.org/I138689650"],"apc_list":null,"apc_paid":null,"fwci":4.4484,"has_fulltext":false,"cited_by_count":46,"citation_normalized_percentile":{"value":0.95817393,"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":"31","last_page":"38"},"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":0.9993000030517578,"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":0.9983999729156494,"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":0.8613490462303162},{"id":"https://openalex.org/keywords/quality-of-experience","display_name":"Quality of experience","score":0.8548390865325928},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.6162107586860657},{"id":"https://openalex.org/keywords/admission-control","display_name":"Admission control","score":0.5470300316810608},{"id":"https://openalex.org/keywords/video-quality","display_name":"Video quality","score":0.488874614238739},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.4866231381893158},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4725204110145569},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.45440030097961426},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.4300246238708496},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40795424580574036},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3591907024383545},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3490021228790283},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.3007963299751282},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.09220623970031738},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.0891953706741333}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8613490462303162},{"id":"https://openalex.org/C2779333187","wikidata":"https://www.wikidata.org/wiki/Q3132648","display_name":"Quality of experience","level":3,"score":0.8548390865325928},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.6162107586860657},{"id":"https://openalex.org/C2778234956","wikidata":"https://www.wikidata.org/wiki/Q4683813","display_name":"Admission control","level":3,"score":0.5470300316810608},{"id":"https://openalex.org/C103910844","wikidata":"https://www.wikidata.org/wiki/Q2631256","display_name":"Video quality","level":3,"score":0.488874614238739},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.4866231381893158},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4725204110145569},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.45440030097961426},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.4300246238708496},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40795424580574036},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3591907024383545},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3490021228790283},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.3007963299751282},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.09220623970031738},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0891953706741333},{"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/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/medhocnet.2014.6849102","is_oa":false,"landing_page_url":"https://doi.org/10.1109/medhocnet.2014.6849102","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 13th Annual Mediterranean Ad Hoc Networking Workshop (MED-HOC-NET)","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.717.3471","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.717.3471","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://ccnl.psy.unipd.it/publications/publications_folder/a-machine-learning-approach-to-qoe-based-video-admission-control-and-resource-allocation-in-wireless-systems/","raw_type":"text"},{"id":"pmh:oai:www.research.unipd.it:11577/2969555","is_oa":true,"landing_page_url":"http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6849102","pdf_url":null,"source":{"id":"https://openalex.org/S4377196283","display_name":"Research Padua  Archive (University of Padua)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I138689650","host_organization_name":"University of Padua","host_organization_lineage":["https://openalex.org/I138689650"],"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":null,"raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"pmh:oai:www.research.unipd.it:11577/2969555","is_oa":true,"landing_page_url":"http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6849102","pdf_url":null,"source":{"id":"https://openalex.org/S4377196283","display_name":"Research Padua  Archive (University of Padua)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I138689650","host_organization_name":"University of Padua","host_organization_lineage":["https://openalex.org/I138689650"],"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":null,"raw_type":"info:eu-repo/semantics/conferenceObject"},"sustainable_development_goals":[{"score":0.46000000834465027,"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320309832","display_name":"Fondazione Cassa di Risparmio di Padova e Rovigo","ror":"https://ror.org/02jecj653"},{"id":"https://openalex.org/F4320338281","display_name":"Army Research Office","ror":"https://ror.org/05epdh915"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W44815768","https://openalex.org/W832984975","https://openalex.org/W1680392829","https://openalex.org/W1813659000","https://openalex.org/W1989969628","https://openalex.org/W2013134244","https://openalex.org/W2042492924","https://openalex.org/W2047255550","https://openalex.org/W2090167930","https://openalex.org/W2100495367","https://openalex.org/W2108379336","https://openalex.org/W2116064496","https://openalex.org/W2116856247","https://openalex.org/W2119821739","https://openalex.org/W2124151298","https://openalex.org/W2133665775","https://openalex.org/W2142526407","https://openalex.org/W2147237069","https://openalex.org/W2158164339","https://openalex.org/W2163605009","https://openalex.org/W2168125451","https://openalex.org/W2295582178","https://openalex.org/W2616180702","https://openalex.org/W4239510810","https://openalex.org/W6637386731","https://openalex.org/W6638304892","https://openalex.org/W6681096189","https://openalex.org/W6683128514","https://openalex.org/W6684191040","https://openalex.org/W6697274609","https://openalex.org/W6999417431"],"related_works":["https://openalex.org/W1488440481","https://openalex.org/W2044415708","https://openalex.org/W1939996075","https://openalex.org/W2118113972","https://openalex.org/W2155565441","https://openalex.org/W2161150670","https://openalex.org/W2736246642","https://openalex.org/W2156323494","https://openalex.org/W2551445694","https://openalex.org/W2883239366"],"abstract_inverted_index":{"The":[0],"rapid":[1],"growth":[2],"of":[3,30,38,41,95,102,168],"video":[4,97,104,141,169,175],"traffic":[5],"in":[6,24,53,147],"cellular":[7],"networks":[8],"is":[9,27,135],"a":[10,57,65,85,144,151],"crucial":[11],"issue":[12],"to":[13,69,123,138,149,155],"be":[14],"addressed":[15],"by":[16,50],"mobile":[17],"operators.":[18],"An":[19],"emerging":[20],"and":[21,76,120,178,183],"promising":[22],"trend":[23],"this":[25,61],"regard":[26],"the":[28,36,42,47,51,92,100,125,156,163,180],"development":[29],"solutions":[31],"that":[32,88,128,162,179],"aim":[33],"at":[34],"maximizing":[35],"Quality":[37],"Experience":[39],"(QoE)":[40],"end":[43],"users.":[44,158],"However,":[45],"predicting":[46],"QoE":[48,126,133,166],"perceived":[49],"users":[52],"different":[54],"conditions":[55],"remains":[56],"major":[58],"challenge.":[59],"In":[60],"paper,":[62],"we":[63,83],"propose":[64],"machine":[66],"learning":[67,86,111],"approach":[68,107],"support":[70],"QoE-based":[71,181],"Video":[72],"Admission":[73],"Control":[74],"(VAC)":[75],"Resource":[77],"Management":[78],"(RM)":[79],"algorithms.":[80],"More":[81],"specifically,":[82],"develop":[84],"system":[87],"can":[89],"automatically":[90],"extract":[91],"quality-rate":[93],"characteristics":[94],"unknown":[96],"sequences":[98,170],"from":[99],"size":[101],"H.264-encoded":[103],"frames.":[105],"Our":[106],"combines":[108],"unsupervised":[109],"feature":[110],"with":[112],"supervised":[113],"classification":[114,167],"techniques,":[115],"thereby":[116],"providing":[117],"an":[118],"efficient":[119],"scalable":[121],"way":[122],"estimate":[124],"parameters":[127],"characterize":[129],"each":[130],"video.":[131],"This":[132],"characterization":[134],"then":[136],"used":[137],"manage":[139],"simultaneous":[140],"transmissions":[142],"through":[143],"shared":[145],"channel":[146],"order":[148],"guarantee":[150],"minimum":[152],"quality":[153],"level":[154],"final":[157],"Simulation":[159],"results":[160],"show":[161],"proposed":[164],"learning-based":[165],"outperforms":[171],"commonly":[172],"deployed":[173],"off-line":[174],"analysis":[176],"techniques":[177],"VAC":[182],"RM":[184],"algorithms":[185],"outperform":[186],"standard":[187],"content-agnostic":[188],"strategies.":[189]},"counts_by_year":[{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":8},{"year":2019,"cited_by_count":7},{"year":2018,"cited_by_count":5},{"year":2017,"cited_by_count":8},{"year":2016,"cited_by_count":4},{"year":2015,"cited_by_count":5},{"year":2014,"cited_by_count":1}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}