{"id":"https://openalex.org/W2564630785","doi":"https://doi.org/10.1109/icnp.2016.7785327","title":"Machine Learning in Software Defined Networks: Data collection and traffic classification","display_name":"Machine Learning in Software Defined Networks: Data collection and traffic classification","publication_year":2016,"publication_date":"2016-11-01","ids":{"openalex":"https://openalex.org/W2564630785","doi":"https://doi.org/10.1109/icnp.2016.7785327","mag":"2564630785"},"language":"en","primary_location":{"id":"doi:10.1109/icnp.2016.7785327","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icnp.2016.7785327","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 IEEE 24th International Conference on Network Protocols (ICNP)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://hdl.handle.net/10400.2/14098","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5085690581","display_name":"Pedro Amaral","orcid":"https://orcid.org/0000-0002-8524-0294"},"institutions":[{"id":"https://openalex.org/I83558840","display_name":"Universidade Nova de Lisboa","ror":"https://ror.org/02xankh89","country_code":"PT","type":"education","lineage":["https://openalex.org/I83558840"]}],"countries":["PT"],"is_corresponding":true,"raw_author_name":"Pedro Amaral","raw_affiliation_strings":["Dep.de Eng. Electrot\u00e9cnica, Universidade Nova de Lisboa"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dep.de Eng. Electrot\u00e9cnica, Universidade Nova de Lisboa","institution_ids":["https://openalex.org/I83558840"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111818744","display_name":"Jo\u00e3o Dinis","orcid":null},"institutions":[{"id":"https://openalex.org/I83558840","display_name":"Universidade Nova de Lisboa","ror":"https://ror.org/02xankh89","country_code":"PT","type":"education","lineage":["https://openalex.org/I83558840"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Joao Dinis","raw_affiliation_strings":["Dep.de Eng. Electrot\u00e9cnica, Universidade Nova de Lisboa"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dep.de Eng. Electrot\u00e9cnica, Universidade Nova de Lisboa","institution_ids":["https://openalex.org/I83558840"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061011082","display_name":"Paulo Pinto","orcid":"https://orcid.org/0000-0003-4862-101X"},"institutions":[{"id":"https://openalex.org/I83558840","display_name":"Universidade Nova de Lisboa","ror":"https://ror.org/02xankh89","country_code":"PT","type":"education","lineage":["https://openalex.org/I83558840"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Paulo Pinto","raw_affiliation_strings":["Dep.de Eng. Electrot\u00e9cnica, Universidade Nova de Lisboa"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dep.de Eng. Electrot\u00e9cnica, Universidade Nova de Lisboa","institution_ids":["https://openalex.org/I83558840"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023238754","display_name":"Lu\u00eds Bernardo","orcid":"https://orcid.org/0000-0002-3384-9997"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Luis Bernardo","raw_affiliation_strings":["Reditus Network Innovation"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Reditus Network Innovation","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056546246","display_name":"Jo\u00e3o Manuel R. S. Tavares","orcid":"https://orcid.org/0000-0001-7603-6526"},"institutions":[{"id":"https://openalex.org/I83558840","display_name":"Universidade Nova de Lisboa","ror":"https://ror.org/02xankh89","country_code":"PT","type":"education","lineage":["https://openalex.org/I83558840"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Joao Tavares","raw_affiliation_strings":["Dep.de Eng. Electrot\u00e9cnica, Universidade Nova de Lisboa"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dep.de Eng. Electrot\u00e9cnica, Universidade Nova de Lisboa","institution_ids":["https://openalex.org/I83558840"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078782265","display_name":"Henrique S\u00e3o Mamede","orcid":"https://orcid.org/0000-0002-5383-9884"},"institutions":[{"id":"https://openalex.org/I201025148","display_name":"Universidade Aberta","ror":"https://ror.org/02rv3w387","country_code":"PT","type":"education","lineage":["https://openalex.org/I201025148"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Henrique S. Mamede","raw_affiliation_strings":["Universidade Aberta, Reditus Network Innovation"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidade Aberta, Reditus Network Innovation","institution_ids":["https://openalex.org/I201025148"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5085690581"],"corresponding_institution_ids":["https://openalex.org/I83558840"],"apc_list":null,"apc_paid":null,"fwci":15.4619,"has_fulltext":false,"cited_by_count":167,"citation_normalized_percentile":{"value":0.98969055,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"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":0.9998000264167786,"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":0.9998000264167786,"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/openflow","display_name":"OpenFlow","score":0.9132518768310547},{"id":"https://openalex.org/keywords/forwarding-plane","display_name":"Forwarding plane","score":0.8290548324584961},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7837280035018921},{"id":"https://openalex.org/keywords/software-defined-networking","display_name":"Software-defined networking","score":0.6921069622039795},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.5828922390937805},{"id":"https://openalex.org/keywords/protocol","display_name":"Protocol (science)","score":0.51947420835495},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.44919419288635254},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4413670599460602},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39763686060905457},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.37875616550445557},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.10832652449607849}],"concepts":[{"id":"https://openalex.org/C192697461","wikidata":"https://www.wikidata.org/wiki/Q4045918","display_name":"OpenFlow","level":3,"score":0.9132518768310547},{"id":"https://openalex.org/C10597312","wikidata":"https://www.wikidata.org/wiki/Q5473302","display_name":"Forwarding plane","level":3,"score":0.8290548324584961},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7837280035018921},{"id":"https://openalex.org/C77270119","wikidata":"https://www.wikidata.org/wiki/Q1655198","display_name":"Software-defined networking","level":2,"score":0.6921069622039795},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5828922390937805},{"id":"https://openalex.org/C2780385302","wikidata":"https://www.wikidata.org/wiki/Q367158","display_name":"Protocol (science)","level":3,"score":0.51947420835495},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.44919419288635254},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4413670599460602},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39763686060905457},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.37875616550445557},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.10832652449607849},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C204787440","wikidata":"https://www.wikidata.org/wiki/Q188504","display_name":"Alternative medicine","level":2,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/icnp.2016.7785327","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icnp.2016.7785327","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 IEEE 24th International Conference on Network Protocols (ICNP)","raw_type":"proceedings-article"},{"id":"pmh:oai:repositorioaberto.uab.pt:10400.2/14098","is_oa":true,"landing_page_url":"http://hdl.handle.net/10400.2/14098","pdf_url":null,"source":{"id":"https://openalex.org/S4377196553","display_name":"Open Repository - Open University (Universidade Aberta)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I201025148","host_organization_name":"Universidade Aberta","host_organization_lineage":["https://openalex.org/I201025148"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"conference object"}],"best_oa_location":{"id":"pmh:oai:repositorioaberto.uab.pt:10400.2/14098","is_oa":true,"landing_page_url":"http://hdl.handle.net/10400.2/14098","pdf_url":null,"source":{"id":"https://openalex.org/S4377196553","display_name":"Open Repository - Open University (Universidade Aberta)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I201025148","host_organization_name":"Universidade Aberta","host_organization_lineage":["https://openalex.org/I201025148"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"conference object"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.5}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W1496540370","https://openalex.org/W1873332500","https://openalex.org/W1915916318","https://openalex.org/W2011628134","https://openalex.org/W2067680836","https://openalex.org/W2070493638","https://openalex.org/W2073089243","https://openalex.org/W2087405576","https://openalex.org/W2096118443","https://openalex.org/W2096474000","https://openalex.org/W2103933781","https://openalex.org/W2119423764","https://openalex.org/W2119436991","https://openalex.org/W2121973001","https://openalex.org/W2139941599","https://openalex.org/W2157587606","https://openalex.org/W2167971042","https://openalex.org/W2911964244","https://openalex.org/W3150719513"],"related_works":["https://openalex.org/W2051935741","https://openalex.org/W4211055425","https://openalex.org/W2292300552","https://openalex.org/W4243609393","https://openalex.org/W3042077637","https://openalex.org/W2560450376","https://openalex.org/W2738801488","https://openalex.org/W2508315983","https://openalex.org/W2901563743","https://openalex.org/W2772741848"],"abstract_inverted_index":{"Software":[0],"Defined":[1],"Networks":[2],"(SDNs)":[3],"provides":[4],"a":[5,81],"separation":[6],"between":[7],"the":[8,12,21,25,32,57,94,99,130],"control":[9,22,46],"plane":[10,14,23],"and":[11,24,67,105],"forwarding":[13],"of":[15,20,31,59],"networks.":[16],"The":[17,119],"software":[18],"implementation":[19],"built":[26],"in":[27,51,65,85],"data":[28,60,92],"collection":[29],"mechanisms":[30],"OpenFlow":[33,95],"protocol":[34],"promise":[35],"to":[36,40,55,114],"be":[37,63,71,103,112,127],"excellent":[38],"tools":[39],"implement":[41],"Machine":[42],"Learning":[43],"(ML)":[44],"network":[45,88],"applications.":[47],"A":[48],"first":[49],"step":[50],"that":[52,61,74,89,101,122],"direction":[53],"is":[54],"understand":[56],"type":[58],"can":[62,70,102,111,126],"collected":[64],"SDNs":[66],"how":[68,107],"information":[69],"learned":[72],"from":[73],"data.":[75],"In":[76],"this":[77],"work":[78],"we":[79],"describe":[80],"simple":[82],"architecture":[83],"deployed":[84],"an":[86],"enterprise":[87],"gathers":[90],"traffic":[91,117],"using":[93,132],"protocol.":[96],"We":[97],"present":[98],"data-sets":[100,131],"obtained":[104,128],"show":[106],"several":[108],"ML":[109],"techniques":[110],"applied":[113],"it":[115],"for":[116],"classification.":[118],"results":[120],"indicate":[121],"high":[123],"accuracy":[124],"classification":[125],"with":[129],"supervised":[133],"learning.":[134]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":14},{"year":2023,"cited_by_count":19},{"year":2022,"cited_by_count":35},{"year":2021,"cited_by_count":23},{"year":2020,"cited_by_count":34},{"year":2019,"cited_by_count":19},{"year":2018,"cited_by_count":11},{"year":2017,"cited_by_count":5}],"updated_date":"2026-05-08T15:41:06.802602","created_date":"2025-10-10T00:00:00"}