{"id":"https://openalex.org/W4239515884","doi":"https://doi.org/10.1145/3366704","title":"Inferring Streaming Video Quality from Encrypted Traffic","display_name":"Inferring Streaming Video Quality from Encrypted Traffic","publication_year":2019,"publication_date":"2019-12-17","ids":{"openalex":"https://openalex.org/W4239515884","doi":"https://doi.org/10.1145/3366704"},"language":"en","primary_location":{"id":"doi:10.1145/3366704","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3366704","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3366704","source":{"id":"https://openalex.org/S4210193547","display_name":"Proceedings of the ACM on Measurement and Analysis of Computing Systems","issn_l":"2476-1249","issn":["2476-1249"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Measurement and Analysis of Computing Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3366704","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5017386836","display_name":"Francesco Bronzino","orcid":"https://orcid.org/0000-0003-4447-960X"},"institutions":[{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en sciences et technologies du num\u00e9rique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"government","lineage":["https://openalex.org/I1326498283"]},{"id":"https://openalex.org/I4210149358","display_name":"Nokia (France)","ror":"https://ror.org/04kwfkk85","country_code":"FR","type":"company","lineage":["https://openalex.org/I2738502077","https://openalex.org/I4210149358"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Francesco Bronzino","raw_affiliation_strings":["Inria and Nokia Bell Labs, Paris, France","MIMOVE - Middleware on the Move (France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Inria and Nokia Bell Labs, Paris, France","institution_ids":["https://openalex.org/I4210149358","https://openalex.org/I1326498283"]},{"raw_affiliation_string":"MIMOVE - Middleware on the Move (France)","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103057526","display_name":"Paul Schmitt","orcid":"https://orcid.org/0000-0002-2156-5305"},"institutions":[{"id":"https://openalex.org/I20089843","display_name":"Princeton University","ror":"https://ror.org/00hx57361","country_code":"US","type":"education","lineage":["https://openalex.org/I20089843"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Paul Schmitt","raw_affiliation_strings":["Princeton University, Princeton, NJ, USA","Princeton University (Princeton, NJ 08544 USA - United States)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Princeton University, Princeton, NJ, USA","institution_ids":["https://openalex.org/I20089843"]},{"raw_affiliation_string":"Princeton University (Princeton, NJ 08544 USA - United States)","institution_ids":["https://openalex.org/I20089843"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074686900","display_name":"Sara Ayoubi","orcid":"https://orcid.org/0000-0001-8160-4524"},"institutions":[{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en sciences et technologies du num\u00e9rique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"government","lineage":["https://openalex.org/I1326498283"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Sara Ayoubi","raw_affiliation_strings":["Inria, Paris, France","MIMOVE - Middleware on the Move (France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Inria, Paris, France","institution_ids":["https://openalex.org/I1326498283"]},{"raw_affiliation_string":"MIMOVE - Middleware on the Move (France)","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101721791","display_name":"Guilherme M. Martins","orcid":"https://orcid.org/0000-0001-7620-6708"},"institutions":[{"id":"https://openalex.org/I39422238","display_name":"University of Illinois Chicago","ror":"https://ror.org/02mpq6x41","country_code":"US","type":"education","lineage":["https://openalex.org/I39422238"]},{"id":"https://openalex.org/I40347166","display_name":"University of Chicago","ror":"https://ror.org/024mw5h28","country_code":"US","type":"education","lineage":["https://openalex.org/I40347166"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Guilherme Martins","raw_affiliation_strings":["University of Chicago, Chicago, IL, USA","University of Chicago (Edward H. Levi Hall 5801 South Ellis Avenue Chicago, Illinois 60637 - United States)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Chicago, Chicago, IL, USA","institution_ids":["https://openalex.org/I40347166","https://openalex.org/I39422238"]},{"raw_affiliation_string":"University of Chicago (Edward H. Levi Hall 5801 South Ellis Avenue Chicago, Illinois 60637 - United States)","institution_ids":["https://openalex.org/I40347166"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058425984","display_name":"Renata Teixeira","orcid":"https://orcid.org/0009-0002-6996-3502"},"institutions":[{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en sciences et technologies du num\u00e9rique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"government","lineage":["https://openalex.org/I1326498283"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Renata Teixeira","raw_affiliation_strings":["Inria, Paris, France","MIMOVE - Middleware on the Move (France)","LINCS - Laboratory of Information, Network and Communication Sciences (23 avenue d'Italie 75013 Paris - France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Inria, Paris, France","institution_ids":["https://openalex.org/I1326498283"]},{"raw_affiliation_string":"MIMOVE - Middleware on the Move (France)","institution_ids":[]},{"raw_affiliation_string":"LINCS - Laboratory of Information, Network and Communication Sciences (23 avenue d'Italie 75013 Paris - France)","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068586837","display_name":"Nick Feamster","orcid":"https://orcid.org/0000-0001-9315-5201"},"institutions":[{"id":"https://openalex.org/I39422238","display_name":"University of Illinois Chicago","ror":"https://ror.org/02mpq6x41","country_code":"US","type":"education","lineage":["https://openalex.org/I39422238"]},{"id":"https://openalex.org/I40347166","display_name":"University of Chicago","ror":"https://ror.org/024mw5h28","country_code":"US","type":"education","lineage":["https://openalex.org/I40347166"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nick Feamster","raw_affiliation_strings":["University of Chicago, Chicago, IL, USA","University of Chicago (Edward H. Levi Hall 5801 South Ellis Avenue Chicago, Illinois 60637 - United States)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Chicago, Chicago, IL, USA","institution_ids":["https://openalex.org/I40347166","https://openalex.org/I39422238"]},{"raw_affiliation_string":"University of Chicago (Edward H. Levi Hall 5801 South Ellis Avenue Chicago, Illinois 60637 - United States)","institution_ids":["https://openalex.org/I40347166"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5017386836"],"corresponding_institution_ids":["https://openalex.org/I1326498283","https://openalex.org/I4210149358"],"apc_list":null,"apc_paid":null,"fwci":4.4977,"has_fulltext":true,"cited_by_count":69,"citation_normalized_percentile":{"value":0.95724648,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"3","issue":"3","first_page":"1","last_page":"25"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11165","display_name":"Image and Video Quality Assessment","score":0.9997000098228455,"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/T11478","display_name":"Caching and Content Delivery","score":0.9986000061035156,"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":0.8488203287124634},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.611197292804718},{"id":"https://openalex.org/keywords/granularity","display_name":"Granularity","score":0.586724042892456},{"id":"https://openalex.org/keywords/encryption","display_name":"Encryption","score":0.5845011472702026},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.5674736499786377},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.5649628639221191},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.4750640094280243},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.45965924859046936},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.45921799540519714},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.44313934445381165},{"id":"https://openalex.org/keywords/video-quality","display_name":"Video quality","score":0.4265856444835663},{"id":"https://openalex.org/keywords/internet-traffic","display_name":"Internet traffic","score":0.42483580112457275},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.32635846734046936},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.21570727229118347}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8488203287124634},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.611197292804718},{"id":"https://openalex.org/C177774035","wikidata":"https://www.wikidata.org/wiki/Q1246948","display_name":"Granularity","level":2,"score":0.586724042892456},{"id":"https://openalex.org/C148730421","wikidata":"https://www.wikidata.org/wiki/Q141090","display_name":"Encryption","level":2,"score":0.5845011472702026},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.5674736499786377},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.5649628639221191},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4750640094280243},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.45965924859046936},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.45921799540519714},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.44313934445381165},{"id":"https://openalex.org/C103910844","wikidata":"https://www.wikidata.org/wiki/Q2631256","display_name":"Video quality","level":3,"score":0.4265856444835663},{"id":"https://openalex.org/C63969886","wikidata":"https://www.wikidata.org/wiki/Q3536440","display_name":"Internet traffic","level":3,"score":0.42483580112457275},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.32635846734046936},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.21570727229118347},{"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},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C136264566","wikidata":"https://www.wikidata.org/wiki/Q159810","display_name":"Economy","level":1,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3366704","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3366704","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3366704","source":{"id":"https://openalex.org/S4210193547","display_name":"Proceedings of the ACM on Measurement and Analysis of Computing Systems","issn_l":"2476-1249","issn":["2476-1249"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Measurement and Analysis of Computing Systems","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1145/3366704","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3366704","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3366704","source":{"id":"https://openalex.org/S4210193547","display_name":"Proceedings of the ACM on Measurement and Analysis of Computing Systems","issn_l":"2476-1249","issn":["2476-1249"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Measurement and Analysis of Computing Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.5199999809265137,"display_name":"Industry, innovation and infrastructure"}],"awards":[{"id":"https://openalex.org/G6003282287","display_name":null,"funder_award_id":"ANR-15-CE25-0013","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"},{"id":"https://openalex.org/G7919927955","display_name":null,"funder_award_id":"ANR-15-CE25-0013-01","funder_id":"https://openalex.org/F4320325505","funder_display_name":"Agence Nationale pour le D\u00e9veloppement de la Recherche Universitaire"},{"id":"https://openalex.org/G8140154989","display_name":null,"funder_award_id":"1704077","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G8395897743","display_name":null,"funder_award_id":"CNS-1704077","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320309327","display_name":"Google","ror":"https://ror.org/00njsd438"},{"id":"https://openalex.org/F4320313934","display_name":"Institut national de recherche en informatique et en automatique (INRIA)","ror":"https://ror.org/02kvxyf05"},{"id":"https://openalex.org/F4320320883","display_name":"Agence Nationale de la Recherche","ror":"https://ror.org/00rbzpz17"},{"id":"https://openalex.org/F4320325505","display_name":"Agence Nationale pour le D\u00e9veloppement de la Recherche Universitaire","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4239515884.pdf","grobid_xml":"https://content.openalex.org/works/W4239515884.grobid-xml"},"referenced_works_count":18,"referenced_works":["https://openalex.org/W1972191802","https://openalex.org/W1974561310","https://openalex.org/W2126034719","https://openalex.org/W2127034683","https://openalex.org/W2140050405","https://openalex.org/W2167407752","https://openalex.org/W2462407759","https://openalex.org/W2555248751","https://openalex.org/W2622055490","https://openalex.org/W2626244102","https://openalex.org/W2742251916","https://openalex.org/W2768257650","https://openalex.org/W2898499449","https://openalex.org/W2949600091","https://openalex.org/W2997214666","https://openalex.org/W2997591727","https://openalex.org/W3007940350","https://openalex.org/W3163885138"],"related_works":["https://openalex.org/W2931688134","https://openalex.org/W2377919138","https://openalex.org/W2378857091","https://openalex.org/W4256502920","https://openalex.org/W103652678","https://openalex.org/W2999756192","https://openalex.org/W4226090359","https://openalex.org/W4382701072","https://openalex.org/W2383750362","https://openalex.org/W2501669162"],"abstract_inverted_index":{"Inferring":[0],"the":[1,14,58,65,79,83,135,153,160,176,182,185],"quality":[2,33,183],"of":[3,76,82,106,140,184,192],"streaming":[4,42,155],"video":[5,18,43,66,187],"applications":[6],"is":[7,87],"important":[8],"for":[9,40,103,189],"Internet":[10,179],"service":[11],"providers,":[12],"but":[13,51],"fact":[15],"that":[16,31,101,196],"most":[17],"streams":[19],"are":[20,162],"encrypted":[21,41],"makes":[22],"it":[23,53],"difficult":[24],"to":[25,92,117,148,203],"do":[26],"so.":[27],"We":[28],"develop":[29,96],"models":[30,59,128,161],"infer":[32],"metrics":[34],"(\\ie,":[35,109],"startup":[36,137,204],"delay":[37,138,205],"and":[38,68,78,113,171,181,206],"resolution)":[39],"services.":[44],"Our":[45],"paper":[46],"builds":[47],"on":[48,152],"previous":[49,125],"work,":[50],"extends":[52],"in":[54,61,168],"several":[55],"ways.":[56],"First,":[57],"work":[60],"deployment":[62,167],"settings":[63],"where":[64],"sessions":[67],"segments":[69],"must":[70],"be":[71],"identified":[72],"from":[73],"a":[74,97,104,119,165,190],"mix":[75],"traffic":[77,85],"time":[80],"precision":[81],"collected":[84],"statistics":[86],"more":[88],"coarse":[89],"(\\eg,":[90,134],"due":[91],"aggregation).":[93],"Second,":[94],"we":[95,158,194],"single":[98,120],"composite":[99],"model":[100],"works":[102],"range":[105],"different":[107],"services":[108],"Netflix,":[110],"YouTube,":[111],"Amazon,":[112],"Twitch),":[114],"as":[115],"opposed":[116],"just":[118,141],"service.":[121],"Third,":[122],"unlike":[123],"many":[124],"models,":[126],"our":[127],"perform":[129],"predictions":[130],"at":[131],"finer":[132],"granularity":[133],"precise":[136],"instead":[139],"detecting":[142],"short":[143],"versus":[144],"long":[145],"delays)":[146],"allowing":[147],"draw":[149],"better":[150],"conclusions":[151],"ongoing":[154],"quality.":[156],"Fourth,":[157],"demonstrate":[159],"practical":[163],"through":[164],"16-month":[166],"66":[169],"homes":[170],"provide":[172,199],"new":[173],"insights":[174],"about":[175],"relationships":[177],"between":[178],"\"speed''":[180],"corresponding":[186],"streams,":[188],"variety":[191],"services;":[193],"find":[195],"higher":[197],"speeds":[198],"only":[200],"minimal":[201],"improvements":[202],"resolution.":[207]},"counts_by_year":[{"year":2025,"cited_by_count":14},{"year":2024,"cited_by_count":14},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":14},{"year":2021,"cited_by_count":13},{"year":2020,"cited_by_count":4}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2022-05-12T00:00:00"}
