{"id":"https://openalex.org/W3094825563","doi":null,"title":"Beyond Accuracy: Cost-Aware Data Representation Exploration for Network Traffic Model Performance.","display_name":"Beyond Accuracy: Cost-Aware Data Representation Exploration for Network Traffic Model Performance.","publication_year":2020,"publication_date":"2020-10-27","ids":{"openalex":"https://openalex.org/W3094825563","mag":"3094825563"},"language":"en","primary_location":{"id":"mag:3094825563","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2010.14605v1","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/abs/2010.14605v1","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5017386836","display_name":"Francesco Bronzino","orcid":"https://orcid.org/0000-0003-4447-960X","observed_orcids":["https://orcid.org/0000-0003-4447-960X"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Francesco Bronzino","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103057526","display_name":"Paul Schmitt","orcid":"https://orcid.org/0000-0002-2156-5305","observed_orcids":["https://orcid.org/0000-0002-2156-5305"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Paul Schmitt","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-2156-5305","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074686900","display_name":"Sara Ayoubi","orcid":"https://orcid.org/0000-0001-8160-4524","observed_orcids":["https://orcid.org/0000-0001-8160-4524"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sara Ayoubi","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0001-8160-4524","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087603982","display_name":"Hyojoon Kim","orcid":"https://orcid.org/0000-0002-0650-5339","observed_orcids":["https://orcid.org/0000-0002-0650-5339"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hyojoon Kim","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-0650-5339","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058425984","display_name":"Renata Teixeira","orcid":"https://orcid.org/0009-0002-6996-3502","observed_orcids":["https://orcid.org/0009-0002-6996-3502"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Renata Teixeira","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0009-0002-6996-3502","affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5068586837","display_name":"Nick Feamster","orcid":"https://orcid.org/0000-0001-9315-5201","observed_orcids":["https://orcid.org/0000-0001-9315-5201"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Nick Feamster","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0001-9315-5201","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":false,"primary_topic":{"id":"https://openalex.org/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.7470999956130981,"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":0.7470999956130981,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.18930000066757202,"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.02710000053048134,"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/data-representation","display_name":"data representation","score":0.47699999809265137},{"id":"https://openalex.org/keywords/network-management","display_name":"network management","score":0.625},{"id":"https://openalex.org/keywords/attack-detection","display_name":"attack detection","score":0.843999981880188},{"id":"https://openalex.org/keywords/design-space-exploration","display_name":"design space exploration","score":0.5540000200271606}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7337209582328796},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.6551233530044556},{"id":"https://openalex.org/C176715033","wikidata":"https://www.wikidata.org/wiki/Q2080768","display_name":"Traffic generation model","level":2,"score":0.6271300315856934},{"id":"https://openalex.org/C94168897","wikidata":"https://www.wikidata.org/wiki/Q574324","display_name":"Network traffic simulation","level":4,"score":0.5912231802940369},{"id":"https://openalex.org/C169988225","wikidata":"https://www.wikidata.org/wiki/Q7832484","display_name":"Traffic classification","level":3,"score":0.5682770609855652},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.5463103652000427},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5030483603477478},{"id":"https://openalex.org/C114563136","wikidata":"https://www.wikidata.org/wiki/Q19725982","display_name":"Network planning and design","level":2,"score":0.4763258099555969},{"id":"https://openalex.org/C116409475","wikidata":"https://www.wikidata.org/wiki/Q1385056","display_name":"External Data Representation","level":2,"score":0.47617238759994507},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4700941741466522},{"id":"https://openalex.org/C104122410","wikidata":"https://www.wikidata.org/wiki/Q1416406","display_name":"Network model","level":2,"score":0.46176594495773315},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.45542022585868835},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.44421109557151794},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4438221752643585},{"id":"https://openalex.org/C203274722","wikidata":"https://www.wikidata.org/wiki/Q7001161","display_name":"Network performance","level":2,"score":0.4230855405330658},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.42036324739456177},{"id":"https://openalex.org/C201100257","wikidata":"https://www.wikidata.org/wiki/Q393287","display_name":"Network traffic control","level":3,"score":0.3896966874599457},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.25182121992111206},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.12360993027687073},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1220429539680481},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.10909420251846313},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","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},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"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":"mag:3094825563","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2010.14605v1","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null}],"best_oa_location":{"id":"mag:3094825563","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2010.14605v1","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W40890042","https://openalex.org/W54019231","https://openalex.org/W405461467","https://openalex.org/W1516506771","https://openalex.org/W1518231592","https://openalex.org/W1541446204","https://openalex.org/W1674877186","https://openalex.org/W1858168446","https://openalex.org/W1977141583","https://openalex.org/W2010973140","https://openalex.org/W2144261930","https://openalex.org/W2146012756","https://openalex.org/W2163605009","https://openalex.org/W2189162242","https://openalex.org/W2255206882","https://openalex.org/W2487095677","https://openalex.org/W2594018376","https://openalex.org/W2606697812","https://openalex.org/W2622055490","https://openalex.org/W2743093301","https://openalex.org/W2743466729","https://openalex.org/W2772317693","https://openalex.org/W2782864149","https://openalex.org/W2789828921","https://openalex.org/W2790600716","https://openalex.org/W2809684781","https://openalex.org/W2834288129","https://openalex.org/W2878215196","https://openalex.org/W2885239699","https://openalex.org/W2898344238","https://openalex.org/W2909559157","https://openalex.org/W2949600091","https://openalex.org/W2955506470","https://openalex.org/W2996018583","https://openalex.org/W3009850146","https://openalex.org/W3047405961","https://openalex.org/W3128341305"],"related_works":["https://openalex.org/W3124978714","https://openalex.org/W4284879070","https://openalex.org/W4402426623","https://openalex.org/W7152020057","https://openalex.org/W7009094303","https://openalex.org/W2954885680","https://openalex.org/W4386232373","https://openalex.org/W7223318656","https://openalex.org/W2913843834","https://openalex.org/W3168924310"],"abstract_inverted_index":{"In":[0],"this":[1],"paper,":[2],"we":[3],"explore":[4,121],"how":[5],"different":[6,41],"representations":[7,42,72,104],"of":[8,14,21,40,43,56,67,71,73,103,125],"network":[9,22,44,74,87,118],"traffic":[10,45,75,88,95],"affect":[11],"the":[12,34,37,47,57,65,94,122],"performance":[13,27,50],"machine":[15,108],"learning":[16,109],"models":[17,58],"for":[18,105,128],"a":[19,69,80,101],"range":[20,70],"management":[23],"tasks,":[24],"including":[25],"application":[26],"diagnosis":[28],"and":[29,76,92,137],"attack":[30],"detection.":[31],"We":[32,63],"study":[33],"relationship":[35],"between":[36],"systems-level":[38],"costs":[39,132],"to":[46,99,107,134],"ultimate":[48],"target":[49],"metric":[51],"--":[52,55],"e.g.,":[53],"accuracy":[54],"trained":[59],"from":[60],"these":[61],"representations.":[62],"demonstrate":[64],"benefit":[66],"exploring":[68],"present":[77],"Network":[78,113],"Microscope,":[79],"proof-of-concept":[81],"reference":[82],"implementation":[83],"that":[84],"both":[85],"monitors":[86],"at":[89],"high":[90],"speed":[91],"transforms":[93],"in":[96],"real":[97],"time":[98],"produce":[100],"variety":[102],"input":[106],"models.":[110],"Systems":[111],"like":[112],"Microscope":[114],"can":[115],"ultimately":[116],"help":[117],"operators":[119],"better":[120],"design":[123],"space":[124],"data":[126],"representation":[127],"learning,":[129],"balancing":[130],"systems":[131],"related":[133],"feature":[135],"extraction":[136],"model":[138,142],"training":[139],"against":[140],"resulting":[141],"performance.":[143]},"counts_by_year":[],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2020-11-09T00:00:00"}