{"id":"https://openalex.org/W6964693731","doi":"https://doi.org/10.26190/unsworks/24314","title":"Enhancing User Experience by Extracting Application Intelligence from Network Traffic","display_name":"Enhancing User Experience by Extracting Application Intelligence from Network Traffic","publication_year":2022,"publication_date":"2022-08-29","ids":{"openalex":"https://openalex.org/W6964693731","doi":"https://doi.org/10.26190/unsworks/24314"},"language":"en","primary_location":{"id":"pmh:oai:unsworks.library.unsw.edu.au:1959.4/100607","is_oa":true,"landing_page_url":"http://hdl.handle.net/1959.4/100607","pdf_url":null,"source":{"id":"https://openalex.org/S4306401737","display_name":"UNSWorks (University of New South Wales, Sydney, Australia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I40053085","host_organization_name":"Australian Defence Force Academy","host_organization_lineage":["https://openalex.org/I40053085"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"http://purl.org/coar/resource_type/c_db06"},"type":"dissertation","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://hdl.handle.net/1959.4/100607","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Madanapalli, Sharat","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Madanapalli, Sharat","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":true,"primary_topic":{"id":"https://openalex.org/T10138","display_name":"Network Traffic and Congestion Control","score":0.3824999928474426,"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":0.3824999928474426,"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/T11165","display_name":"Image and Video Quality Assessment","score":0.2345000058412552,"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/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.11479999870061874,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/encryption","display_name":"Encryption","score":0.5206000208854675},{"id":"https://openalex.org/keywords/geolocation","display_name":"Geolocation","score":0.511900007724762},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.4878000020980835},{"id":"https://openalex.org/keywords/user-experience-design","display_name":"User experience design","score":0.4839000105857849},{"id":"https://openalex.org/keywords/deep-packet-inspection","display_name":"Deep packet inspection","score":0.4821999967098236},{"id":"https://openalex.org/keywords/network-packet","display_name":"Network packet","score":0.4706000089645386},{"id":"https://openalex.org/keywords/traffic-analysis","display_name":"Traffic analysis","score":0.43790000677108765},{"id":"https://openalex.org/keywords/video-game","display_name":"Video game","score":0.43540000915527344},{"id":"https://openalex.org/keywords/quality-of-experience","display_name":"Quality of experience","score":0.4131999909877777},{"id":"https://openalex.org/keywords/internet-video","display_name":"Internet video","score":0.3718999922275543}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.779699981212616},{"id":"https://openalex.org/C148730421","wikidata":"https://www.wikidata.org/wiki/Q141090","display_name":"Encryption","level":2,"score":0.5206000208854675},{"id":"https://openalex.org/C22041718","wikidata":"https://www.wikidata.org/wiki/Q638949","display_name":"Geolocation","level":2,"score":0.511900007724762},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.4878000020980835},{"id":"https://openalex.org/C201025465","wikidata":"https://www.wikidata.org/wiki/Q11248500","display_name":"User experience design","level":2,"score":0.4839000105857849},{"id":"https://openalex.org/C204679922","wikidata":"https://www.wikidata.org/wiki/Q734252","display_name":"Deep packet inspection","level":3,"score":0.4821999967098236},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.4706000089645386},{"id":"https://openalex.org/C2781317605","wikidata":"https://www.wikidata.org/wiki/Q7832483","display_name":"Traffic analysis","level":2,"score":0.43790000677108765},{"id":"https://openalex.org/C3018412434","wikidata":"https://www.wikidata.org/wiki/Q7889","display_name":"Video game","level":2,"score":0.43540000915527344},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.42080000042915344},{"id":"https://openalex.org/C2779333187","wikidata":"https://www.wikidata.org/wiki/Q3132648","display_name":"Quality of experience","level":3,"score":0.4131999909877777},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.392300009727478},{"id":"https://openalex.org/C2779789524","wikidata":"https://www.wikidata.org/wiki/Q16885149","display_name":"Internet video","level":3,"score":0.3718999922275543},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.3538999855518341},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3521000146865845},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3449999988079071},{"id":"https://openalex.org/C2780586970","wikidata":"https://www.wikidata.org/wiki/Q1357284","display_name":"Popularity","level":2,"score":0.33219999074935913},{"id":"https://openalex.org/C63969886","wikidata":"https://www.wikidata.org/wiki/Q3536440","display_name":"Internet traffic","level":3,"score":0.3319999873638153},{"id":"https://openalex.org/C169988225","wikidata":"https://www.wikidata.org/wiki/Q7832484","display_name":"Traffic classification","level":3,"score":0.3312999904155731},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.3246999979019165},{"id":"https://openalex.org/C176715033","wikidata":"https://www.wikidata.org/wiki/Q2080768","display_name":"Traffic generation model","level":2,"score":0.3190999925136566},{"id":"https://openalex.org/C2776855496","wikidata":"https://www.wikidata.org/wiki/Q177518","display_name":"IPTV","level":2,"score":0.3172000050544739},{"id":"https://openalex.org/C2778403875","wikidata":"https://www.wikidata.org/wiki/Q20312394","display_name":"Adversarial machine learning","level":3,"score":0.31610000133514404},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3075999915599823},{"id":"https://openalex.org/C2777672014","wikidata":"https://www.wikidata.org/wiki/Q1172573","display_name":"Web traffic","level":3,"score":0.29840001463890076},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.29679998755455017},{"id":"https://openalex.org/C50747538","wikidata":"https://www.wikidata.org/wiki/Q7001032","display_name":"Network forensics","level":3,"score":0.29159998893737793},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.28790000081062317},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.28130000829696655},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.28029999136924744},{"id":"https://openalex.org/C201100257","wikidata":"https://www.wikidata.org/wiki/Q393287","display_name":"Network traffic control","level":3,"score":0.2802000045776367},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.2770000100135803},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.2671000063419342},{"id":"https://openalex.org/C116537","wikidata":"https://www.wikidata.org/wiki/Q2169973","display_name":"Service provider","level":3,"score":0.266400009393692},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.2596000134944916},{"id":"https://openalex.org/C133264484","wikidata":"https://www.wikidata.org/wiki/Q6056085","display_name":"Internet traffic engineering","level":4,"score":0.25440001487731934},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.2542000114917755}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:unsworks.library.unsw.edu.au:1959.4/100607","is_oa":true,"landing_page_url":"http://hdl.handle.net/1959.4/100607","pdf_url":null,"source":{"id":"https://openalex.org/S4306401737","display_name":"UNSWorks (University of New South Wales, Sydney, Australia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I40053085","host_organization_name":"Australian Defence Force Academy","host_organization_lineage":["https://openalex.org/I40053085"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"http://purl.org/coar/resource_type/c_db06"},{"id":"doi:10.26190/unsworks/24314","is_oa":true,"landing_page_url":"https://doi.org/10.26190/unsworks/24314","pdf_url":null,"source":{"id":"https://openalex.org/S7407053176","display_name":"University of New South Wales","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":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Dissertation"}],"best_oa_location":{"id":"pmh:oai:unsworks.library.unsw.edu.au:1959.4/100607","is_oa":true,"landing_page_url":"http://hdl.handle.net/1959.4/100607","pdf_url":null,"source":{"id":"https://openalex.org/S4306401737","display_name":"UNSWorks (University of New South Wales, Sydney, Australia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I40053085","host_organization_name":"Australian Defence Force Academy","host_organization_lineage":["https://openalex.org/I40053085"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"http://purl.org/coar/resource_type/c_db06"},"sustainable_development_goals":[{"score":0.6192606091499329,"id":"https://metadata.un.org/sdg/1","display_name":"No poverty"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Internet":[0,15],"Service":[1],"Providers":[2],"(ISPs)":[3],"continue":[4],"to":[5,23,41,68,100,110,149,181,219,251,271,305,333,343],"get":[6],"complaints":[7],"from":[8,18,296],"users":[9,346],"on":[10,144],"poor":[11],"experience":[12,36,57,184],"for":[13,160,186],"diverse":[14,161],"applications":[16,142,192,276],"ranging":[17],"video":[19,166,190],"streaming":[20,167,191],"and":[21,26,29,51,56,77,97,102,115,168,174,177,188,199,213,217,221,237,257,286,299,335],"gaming":[22],"social":[24],"media":[25],"teleconferencing.":[27],"Identifying":[28],"rectifying":[30],"the":[31,39,71,82,91,241,273,302,307,347],"root":[32],"cause":[33],"of":[34,74,94,240,263,275],"these":[35],"events":[37],"requires":[38],"ISP":[40],"know":[42],"more":[43],"than":[44],"just":[45],"coarse-grained":[46],"measures":[47],"like":[48],"link":[49],"utilizations":[50],"packet":[52,62],"losses.":[53],"Application":[54],"classification":[55],"measurement":[58,236],"using":[59,226],"traditional":[60],"deep":[61],"inspection":[63],"(DPI)":[64],"techniques":[65,322],"is":[66,78],"starting":[67],"fail":[69],"with":[70,81,233],"increasing":[72],"adoption":[73],"traffic":[75,86,146,325],"encryption":[76],"not":[79,120],"cost-effective":[80],"explosive":[83],"growth":[84],"in":[85,310,323,339],"rates.":[87],"This":[88,124],"thesis":[89,125],"leverages":[90],"emerging":[92],"paradigms":[93],"machine":[95,178],"learning":[96,179],"programmable":[98,297],"networks":[99,338],"design":[101,285],"develop":[103,214],"systems":[104],"that":[105,117,140,153,267,277,291,316],"can":[106],"deliver":[107],"application-level":[108],"intelligence":[109],"ISPs":[111,246,332],"at":[112],"scale,":[113],"cost,":[114],"accuracy":[116],"has":[118,156],"hitherto":[119],"been":[121],"achieved":[122],"before.":[123],"makes":[126],"four":[127],"new":[128],"contributions.":[129],"Our":[130,170,255],"first":[131],"contribution":[132,172,259],"develops":[133,260],"a":[134,261,264,288],"novel":[135],"transformer-based":[136],"neural":[137],"network":[138,266,294],"model":[139],"classifies":[141],"based":[143],"their":[145,337,345],"shape,":[147],"agnostic":[148],"encryption.":[150],"We":[151,284,314],"show":[152,315],"this":[154,232],"approach":[155],"over":[157],"97%":[158],"f1-score":[159],"application":[162],"classes":[163],"such":[164,193],"as":[165,194],"gaming.":[169],"second":[171],"builds":[173],"validates":[175],"algorithmic":[176],"models":[180],"estimate":[182],"user":[183],"metrics":[185],"on-demand":[187],"live":[189],"bitrate,":[195],"resolution,":[196],"buffer":[197],"states,":[198],"stalls.":[200],"For":[201],"our":[202,329],"third":[203],"contribution,":[204],"we":[205,244],"analyse":[206],"ten":[207],"popular":[208],"latency-sensitive":[209],"online":[210],"multiplayer":[211],"games":[212],"data":[215],"structures":[216],"algorithms":[218],"rapidly":[220],"accurately":[222],"detect":[223],"each":[224],"game":[225,242,253],"automatically":[227],"generated":[228],"signatures.":[229],"By":[230],"combining":[231],"active":[234],"latency":[235],"geolocation":[238],"analysis":[239],"servers,":[243],"help":[245],"determine":[247],"better":[248],"routing":[249],"paths":[250],"reduce":[252],"latency.":[254],"fourth":[256],"final":[258],"prototype":[262],"self-driving":[265],"autonomously":[268],"intervenes":[269],"just-in-time":[270],"alleviate":[272],"suffering":[274],"are":[278],"being":[279],"impacted":[280],"by":[281],"transient":[282],"congestion.":[283],"build":[287],"complete":[289],"system":[290],"extracts":[292],"application-aware":[293,341],"telemetry":[295],"switches":[298],"dynamically":[300],"adapts":[301],"QoS":[303],"policies":[304],"manage":[306],"bottleneck":[308],"resources":[309],"an":[311,340],"application-fair":[312],"manner.":[313],"it":[317],"outperforms":[318],"known":[319],"queue":[320],"management":[321],"various":[324],"scenarios.":[326],"Taken":[327],"together,":[328],"contributions":[330],"allow":[331],"measure":[334],"tune":[336],"manner":[342],"offer":[344],"best":[348],"possible":[349],"experience.":[350]},"counts_by_year":[],"updated_date":"2026-07-13T05:41:17.278356","created_date":"2025-10-10T00:00:00"}