{"id":"https://openalex.org/W3012288276","doi":"https://doi.org/10.1109/noms47738.2020.9110430","title":"Going Beyond DiffServ in IP Traffic Classification","display_name":"Going Beyond DiffServ in IP Traffic Classification","publication_year":2020,"publication_date":"2020-04-01","ids":{"openalex":"https://openalex.org/W3012288276","doi":"https://doi.org/10.1109/noms47738.2020.9110430","mag":"3012288276"},"language":"en","primary_location":{"id":"doi:10.1109/noms47738.2020.9110430","is_oa":false,"landing_page_url":"https://doi.org/10.1109/noms47738.2020.9110430","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"NOMS 2020 - 2020 IEEE/IFIP Network Operations and Management Symposium","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://hdl.handle.net/11573/1416630","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5017600647","display_name":"Davide Aureli","orcid":null},"institutions":[{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Davide Aureli","raw_affiliation_strings":["Universita\u2019 degli Studi di Roma \"La Sapienza\", Rome, Italy","Universita\u2019 degli Studi di Roma La Sapienza,Rome,Italy,00185"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universita\u2019 degli Studi di Roma \"La Sapienza\", Rome, Italy","institution_ids":["https://openalex.org/I861853513"]},{"raw_affiliation_string":"Universita\u2019 degli Studi di Roma La Sapienza,Rome,Italy,00185","institution_ids":["https://openalex.org/I861853513"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016624070","display_name":"Antonio Cianfrani","orcid":"https://orcid.org/0000-0003-3488-8901"},"institutions":[{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Antonio Cianfrani","raw_affiliation_strings":["Universita\u2019 degli Studi di Roma \"La Sapienza\", Rome, Italy","Universita\u2019 degli Studi di Roma La Sapienza,Rome,Italy,00185"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universita\u2019 degli Studi di Roma \"La Sapienza\", Rome, Italy","institution_ids":["https://openalex.org/I861853513"]},{"raw_affiliation_string":"Universita\u2019 degli Studi di Roma La Sapienza,Rome,Italy,00185","institution_ids":["https://openalex.org/I861853513"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088030344","display_name":"Alessio Diamanti","orcid":"https://orcid.org/0000-0002-2366-7778"},"institutions":[{"id":"https://openalex.org/I124158823","display_name":"Conservatoire National des Arts et M\u00e9tiers","ror":"https://ror.org/0175hh227","country_code":"FR","type":"education","lineage":["https://openalex.org/I124158823","https://openalex.org/I4210134562"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Alessio Diamanti","raw_affiliation_strings":["Cnam, Paris, Paris, France","Cnam, Paris,Paris,France,75003"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cnam, Paris, Paris, France","institution_ids":["https://openalex.org/I124158823"]},{"raw_affiliation_string":"Cnam, Paris,Paris,France,75003","institution_ids":["https://openalex.org/I124158823"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038534770","display_name":"Jos\u00e9 Manuel S\u00e1nchez V\u00edlchez","orcid":"https://orcid.org/0000-0002-5233-6214"},"institutions":[{"id":"https://openalex.org/I19370010","display_name":"Orange (France)","ror":"https://ror.org/035j0tq82","country_code":"FR","type":"company","lineage":["https://openalex.org/I19370010"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Jose Manuel Sanchez Vilchez","raw_affiliation_strings":["Orange Labs, Orange, Chatillon, France","Orange Labs,Orange,Chatillon,France,92320"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Orange Labs, Orange, Chatillon, France","institution_ids":["https://openalex.org/I19370010"]},{"raw_affiliation_string":"Orange Labs,Orange,Chatillon,France,92320","institution_ids":["https://openalex.org/I19370010"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025676566","display_name":"Stefano Secci","orcid":"https://orcid.org/0000-0002-6129-0676"},"institutions":[{"id":"https://openalex.org/I124158823","display_name":"Conservatoire National des Arts et M\u00e9tiers","ror":"https://ror.org/0175hh227","country_code":"FR","type":"education","lineage":["https://openalex.org/I124158823","https://openalex.org/I4210134562"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Stefano Secci","raw_affiliation_strings":["Cnam, Paris, Paris, France","Cnam, Paris,Paris,France,75003"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cnam, Paris, Paris, France","institution_ids":["https://openalex.org/I124158823"]},{"raw_affiliation_string":"Cnam, Paris,Paris,France,75003","institution_ids":["https://openalex.org/I124158823"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5017600647"],"corresponding_institution_ids":["https://openalex.org/I861853513"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.02764576,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"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":1.0,"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":1.0,"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":0.9998999834060669,"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/T12326","display_name":"Network Packet Processing and Optimization","score":0.9991000294685364,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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":0.7665666341781616},{"id":"https://openalex.org/keywords/traffic-classification","display_name":"Traffic classification","score":0.7414166331291199},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.7257670760154724},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.6680610179901123},{"id":"https://openalex.org/keywords/network-packet","display_name":"Network packet","score":0.6120067238807678},{"id":"https://openalex.org/keywords/header","display_name":"Header","score":0.576717734336853},{"id":"https://openalex.org/keywords/voice-over-ip","display_name":"Voice over IP","score":0.4983682632446289},{"id":"https://openalex.org/keywords/deep-packet-inspection","display_name":"Deep packet inspection","score":0.4742913842201233},{"id":"https://openalex.org/keywords/differentiated-services","display_name":"Differentiated services","score":0.47073566913604736},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.466942697763443},{"id":"https://openalex.org/keywords/differentiated-service","display_name":"Differentiated service","score":0.4636728763580322},{"id":"https://openalex.org/keywords/throughput","display_name":"Throughput","score":0.45036858320236206},{"id":"https://openalex.org/keywords/internet-traffic","display_name":"Internet traffic","score":0.41798636317253113},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.35955607891082764},{"id":"https://openalex.org/keywords/service-provider","display_name":"Service provider","score":0.150092214345932},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.09820544719696045}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7665666341781616},{"id":"https://openalex.org/C169988225","wikidata":"https://www.wikidata.org/wiki/Q7832484","display_name":"Traffic classification","level":3,"score":0.7414166331291199},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.7257670760154724},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.6680610179901123},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.6120067238807678},{"id":"https://openalex.org/C48105269","wikidata":"https://www.wikidata.org/wiki/Q1141160","display_name":"Header","level":2,"score":0.576717734336853},{"id":"https://openalex.org/C171246234","wikidata":"https://www.wikidata.org/wiki/Q81945","display_name":"Voice over IP","level":3,"score":0.4983682632446289},{"id":"https://openalex.org/C204679922","wikidata":"https://www.wikidata.org/wiki/Q734252","display_name":"Deep packet inspection","level":3,"score":0.4742913842201233},{"id":"https://openalex.org/C23042974","wikidata":"https://www.wikidata.org/wiki/Q1224345","display_name":"Differentiated services","level":3,"score":0.47073566913604736},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.466942697763443},{"id":"https://openalex.org/C158713421","wikidata":"https://www.wikidata.org/wiki/Q5275378","display_name":"Differentiated service","level":5,"score":0.4636728763580322},{"id":"https://openalex.org/C157764524","wikidata":"https://www.wikidata.org/wiki/Q1383412","display_name":"Throughput","level":3,"score":0.45036858320236206},{"id":"https://openalex.org/C63969886","wikidata":"https://www.wikidata.org/wiki/Q3536440","display_name":"Internet traffic","level":3,"score":0.41798636317253113},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.35955607891082764},{"id":"https://openalex.org/C116537","wikidata":"https://www.wikidata.org/wiki/Q2169973","display_name":"Service provider","level":3,"score":0.150092214345932},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.09820544719696045},{"id":"https://openalex.org/C136264566","wikidata":"https://www.wikidata.org/wiki/Q159810","display_name":"Economy","level":1,"score":0.0},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.0},{"id":"https://openalex.org/C61063171","wikidata":"https://www.wikidata.org/wiki/Q532781","display_name":"Service design","level":4,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/noms47738.2020.9110430","is_oa":false,"landing_page_url":"https://doi.org/10.1109/noms47738.2020.9110430","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"NOMS 2020 - 2020 IEEE/IFIP Network Operations and Management Symposium","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-02501916v1","is_oa":false,"landing_page_url":"https://hal.science/hal-02501916","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE/IFIP Network Operations and Management Symposium (NOMS), Apr 2020, Budapest, Hungary. &#x27E8;10.1109/NOMS47738.2020.9110430&#x27E9;","raw_type":"Conference papers"},{"id":"pmh:oai:iris.uniroma1.it:11573/1416630","is_oa":true,"landing_page_url":"http://hdl.handle.net/11573/1416630","pdf_url":null,"source":{"id":"https://openalex.org/S4377196107","display_name":"IRIS Research product catalog (Sapienza University of Rome)","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":"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:iris.uniroma1.it:11573/1416630","is_oa":true,"landing_page_url":"http://hdl.handle.net/11573/1416630","pdf_url":null,"source":{"id":"https://openalex.org/S4377196107","display_name":"IRIS Research product catalog (Sapienza University of Rome)","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":"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":0.6200000047683716,"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W149523093","https://openalex.org/W1645305046","https://openalex.org/W1731982387","https://openalex.org/W1737723154","https://openalex.org/W1743475680","https://openalex.org/W1987971958","https://openalex.org/W1991298628","https://openalex.org/W2026803050","https://openalex.org/W2073459066","https://openalex.org/W2120955848","https://openalex.org/W2121973001","https://openalex.org/W2144261930","https://openalex.org/W2148143831","https://openalex.org/W2156639545","https://openalex.org/W2169699126","https://openalex.org/W2171634548","https://openalex.org/W2562618250","https://openalex.org/W2611159092","https://openalex.org/W2800788706","https://openalex.org/W4214709352","https://openalex.org/W6657190190","https://openalex.org/W6668990524"],"related_works":["https://openalex.org/W14303572","https://openalex.org/W1898568","https://openalex.org/W7034542","https://openalex.org/W11090349","https://openalex.org/W6237466","https://openalex.org/W10981619","https://openalex.org/W2849353","https://openalex.org/W4061278","https://openalex.org/W3599910","https://openalex.org/W4366406"],"abstract_inverted_index":{"Quality":[0],"of":[1,13,15,71,116,122,146,162],"Service":[2],"(QoS)":[3],"management":[4],"in":[5],"IP":[6,80,124,163],"networks":[7],"today":[8],"relies":[9],"on":[10,32],"static":[11,39],"configuration":[12,40],"classes":[14,78,119,147],"service":[16,77],"definitions":[17],"and":[18,73,97,120],"related":[19,109,126],"forwarding":[20],"priorities.":[21],"Packets":[22],"are":[23],"actually":[24],"classified":[25],"according":[26],"to":[27,38,60,66,74,79,85,103,110,136],"the":[28,33,68,107,139,154],"DiffServ":[29,63],"architecture":[30],"based":[31],"RFC":[34],"4594,":[35],"typically":[36],"thanks":[37],"or":[41],"filters":[42],"matching":[43],"packet":[44],"features,":[45],"at":[46],"network":[47],"access":[48],"equipment.":[49],"In":[50],"this":[51],"paper,":[52],"we":[53],"propose":[54],"a":[55,100,158],"dynamic":[56],"classification":[57,140],"procedure,":[58],"referred":[59],"as":[61,92],"Learning-powered":[62],"(L-DiffServ),":[64],"able":[65,135],"detect":[67],"distinctive":[69],"characteristics":[70],"traffic":[72,117],"dynamically":[75,138],"assign":[76],"packets.":[81],"The":[82,128],"idea":[83],"is":[84,134],"apply":[86],"semi-unsupervised":[87],"Machine":[88],"Learning":[89],"techniques,":[90],"such":[91],"Linear":[93],"Discriminant":[94],"Analysis":[95],"(LDA)":[96],"K-Means,":[98],"with":[99],"proper":[101,123],"customization":[102],"take":[104],"into":[105],"account":[106],"issues":[108],"packet-level":[111],"analysis,":[112],"i.e.":[113],"unbalanced":[114],"distribution":[115],"among":[118],"selection":[121],"header":[125],"features.":[127],"performance":[129],"evaluation":[130],"highlights":[131],"that":[132],"L-DiffServ":[133],"change":[137],"outcome,":[141],"providing":[142],"an":[143],"higher":[144],"number":[145],"than":[148],"DiffServ.":[149],"This":[150],"last":[151],"result":[152],"represents":[153],"first":[155],"step":[156],"toward":[157],"more":[159],"granular":[160],"differentiation":[161],"traffic.":[164]},"counts_by_year":[],"updated_date":"2026-05-14T08:36:36.166977","created_date":"2020-03-23T00:00:00"}
