{"id":"https://openalex.org/W4221111807","doi":"https://doi.org/10.1145/3510450.3517312","title":"Machine learning assisted real-time DASH video QoE estimation technique for encrypted traffic","display_name":"Machine learning assisted real-time DASH video QoE estimation technique for encrypted traffic","publication_year":2022,"publication_date":"2022-03-01","ids":{"openalex":"https://openalex.org/W4221111807","doi":"https://doi.org/10.1145/3510450.3517312"},"language":"en","primary_location":{"id":"doi:10.1145/3510450.3517312","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3510450.3517312","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 1st Mile-High Video Conference","raw_type":"proceedings-article"},"type":"conference-abstract","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/A5015792984","display_name":"Raza Ul Mustafa","orcid":"https://orcid.org/0000-0003-1436-9127"},"institutions":[{"id":"https://openalex.org/I181391015","display_name":"Universidade Estadual de Campinas (UNICAMP)","ror":"https://ror.org/04wffgt70","country_code":"BR","type":"education","lineage":["https://openalex.org/I181391015"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Raza Ul Mustafa","raw_affiliation_strings":["University of Campinas (UNICAMP), Campinas, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Campinas (UNICAMP), Campinas, Brazil","institution_ids":["https://openalex.org/I181391015"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055821345","display_name":"Christian Esteve Rothenberg","orcid":"https://orcid.org/0000-0003-3109-4305"},"institutions":[{"id":"https://openalex.org/I181391015","display_name":"Universidade Estadual de Campinas (UNICAMP)","ror":"https://ror.org/04wffgt70","country_code":"BR","type":"education","lineage":["https://openalex.org/I181391015"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Christian Esteve Rothenberg","raw_affiliation_strings":["University of Campinas (UNICAMP), Campinas, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Campinas (UNICAMP), Campinas, Brazil","institution_ids":["https://openalex.org/I181391015"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I181391015"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"123","last_page":"123"},"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":0.9945999979972839,"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":0.9945999979972839,"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/T10388","display_name":"Advanced Steganography and Watermarking Techniques","score":0.9872000217437744,"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/T11017","display_name":"Chaos-based Image/Signal Encryption","score":0.9830999970436096,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/dash","display_name":"Dash","score":0.7819967865943909},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7661405801773071},{"id":"https://openalex.org/keywords/encryption","display_name":"Encryption","score":0.6289786696434021},{"id":"https://openalex.org/keywords/video-streaming","display_name":"Video streaming","score":0.5621156692504883},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.42038974165916443},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3507562279701233},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3233010172843933},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.25589659810066223},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.09778821468353271}],"concepts":[{"id":"https://openalex.org/C2776090536","wikidata":"https://www.wikidata.org/wiki/Q187819","display_name":"Dash","level":2,"score":0.7819967865943909},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7661405801773071},{"id":"https://openalex.org/C148730421","wikidata":"https://www.wikidata.org/wiki/Q141090","display_name":"Encryption","level":2,"score":0.6289786696434021},{"id":"https://openalex.org/C2986160907","wikidata":"https://www.wikidata.org/wiki/Q220499","display_name":"Video streaming","level":2,"score":0.5621156692504883},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.42038974165916443},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3507562279701233},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3233010172843933},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.25589659810066223},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.09778821468353271}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3510450.3517312","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3510450.3517312","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 1st Mile-High Video Conference","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":0,"referenced_works":[],"related_works":["https://openalex.org/W3184129447","https://openalex.org/W2393373036","https://openalex.org/W2608364998","https://openalex.org/W3164102603","https://openalex.org/W3127674836","https://openalex.org/W2374646538","https://openalex.org/W2296687933","https://openalex.org/W1492749630","https://openalex.org/W1749978345","https://openalex.org/W3146170704"],"abstract_inverted_index":{"With":[0],"the":[1,53,140,144,188,191,212,250,263],"recent":[2],"rise":[3],"of":[4,13,19,43,56,80,115,190,234,270,273],"video":[5,41],"traffic,":[6],"it":[7],"is":[8,49,247],"imperative":[9],"to":[10,38,52,138,183,199,210],"ensure":[11],"Quality":[12,79],"Experience":[14],"(QoE).":[15],"The":[16,87,170,259],"increasing":[17],"adoption":[18],"end-to-end":[20],"encryption":[21],"hampers":[22],"any":[23,180],"payload":[24],"inspection":[25],"method":[26,74,89],"for":[27,35,84,95],"QoE":[28,42,71,93,142,218,238,271],"assessments.":[29],"This":[30],"poses":[31],"an":[32,232],"additional":[33],"challenge":[34],"network":[36,77,253],"operators":[37],"monitor":[39],"DASH":[40,275],"a":[44,68,113,217],"user,":[45],"which":[46],"by":[47],"itself":[48],"tricky":[50],"due":[51],"adaptive":[54],"behaviour":[55],"HTTP":[57,96],"Adaptive":[58,97],"Streaming":[59,98],"(HAS)":[60,99],"mechanisms.":[61],"To":[62],"tackle":[63],"these":[64],"issues,":[65],"we":[66,118,148],"present":[67],"time-slot":[69,114,158],"(window)":[70],"experience":[72],"detection":[73],"based":[75,224,248],"on":[76,197,225,236,249],"level":[78],"Service":[81],"(QoS)":[82],"features":[83,94,134,163,173,214],"encrypted":[85,101,274],"traffic.":[86,276],"proposed":[88,171,264],"continuously":[90],"extracts":[91],"relevant":[92],"from":[100,125],"stream":[102],"in":[103,112,130],"real-time":[104],"fashion":[105],"basically,":[106],"packet":[107],"size":[108],"and":[109,167,176,194,215,228,266],"arrival":[110,126],"time":[111,127],"(1,2,3,4,5)-seconds.":[116],"Then,":[117],"derive":[119],"Inter":[120],"Packet":[121],"Gap":[122],"(IPG)":[123],"metrics":[124],"that":[128],"result":[129],"three":[131],"recursive":[132],"flow":[133],"(EMA,":[135],"DEMA,":[136],"CUSUM)":[137],"estimate":[139,184],"objective":[141],"following":[143],"ITU-P.1203":[145],"standard.":[146],"Finally,":[147],"compute":[149],"(packet":[150],"size,":[151],"throughput)":[152],"distributions":[153],"into":[154],"(10-90)-percentile":[155],"within":[156],"each":[157],"along":[159],"with":[160],"other":[161],"QoS":[162,172,213],"such":[164],"as":[165],"throughput":[166],"total":[168],"packets.":[169],"are":[174],"lightweight":[175],"do":[177],"not":[178],"require":[179],"chunk-detection":[181],"approaches":[182],"QoE,":[185,221],"significantly":[186],"reducing":[187],"complexity":[189],"monitoring":[192],"approach,":[193],"potentially":[195],"improving":[196],"generalization":[198],"different":[200,205],"HAS":[201],"algorithms.":[202,242],"We":[203,230],"use":[204],"Machine":[206],"Learning":[207],"(ML)":[208],"classifiers":[209],"feed":[211],"yield":[216],"category":[219],"(Less":[220],"Good,":[222],"Excellent)":[223],"bitrate,":[226],"resolution":[227],"stall.":[229],"achieve":[231],"accuracy":[233,269],"79%":[235],"predicting":[237],"using":[239],"all":[240],"ABS":[241],"Our":[243],"experimental":[244],"evaluation":[245],"framework":[246],"Mininet-WiFi":[251],"wireless":[252],"emulator":[254],"replaying":[255],"real":[256],"5G":[257],"traces.":[258],"obtained":[260],"results":[261],"validate":[262],"methods":[265],"show":[267],"high":[268],"estimation":[272]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}