{"id":"https://openalex.org/W2052781572","doi":"https://doi.org/10.1109/siu.2013.6531459","title":"Machine learning based IP traffic classfication","display_name":"Machine learning based IP traffic classfication","publication_year":2013,"publication_date":"2013-04-01","ids":{"openalex":"https://openalex.org/W2052781572","doi":"https://doi.org/10.1109/siu.2013.6531459","mag":"2052781572"},"language":"en","primary_location":{"id":"doi:10.1109/siu.2013.6531459","is_oa":false,"landing_page_url":"https://doi.org/10.1109/siu.2013.6531459","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 21st Signal Processing and Communications Applications Conference (SIU)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5004808878","display_name":"Z. Cihan Taysi","orcid":"https://orcid.org/0000-0003-3916-7492"},"institutions":[{"id":"https://openalex.org/I4101805","display_name":"Y\u0131ld\u0131z Technical University","ror":"https://ror.org/0547yzj13","country_code":"TR","type":"education","lineage":["https://openalex.org/I4101805"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Z. C. Taysi","raw_affiliation_strings":["Bilgisayar M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, Ak\u0131ll\u0131 Sistemler Laboratuar\u0131, Y\u0131ld\u0131z Teknik \u00dcniversitesi, Istanbul, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bilgisayar M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, Ak\u0131ll\u0131 Sistemler Laboratuar\u0131, Y\u0131ld\u0131z Teknik \u00dcniversitesi, Istanbul, Turkey","institution_ids":["https://openalex.org/I4101805"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056353753","display_name":"M. Elif Karsl\u0131gil","orcid":"https://orcid.org/0000-0002-3477-582X"},"institutions":[{"id":"https://openalex.org/I4101805","display_name":"Y\u0131ld\u0131z Technical University","ror":"https://ror.org/0547yzj13","country_code":"TR","type":"education","lineage":["https://openalex.org/I4101805"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"M. E. Karsligil","raw_affiliation_strings":["Bilgisayar M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, Ak\u0131ll\u0131 Sistemler Laboratuar\u0131, Y\u0131ld\u0131z Teknik \u00dcniversitesi, Istanbul, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bilgisayar M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, Ak\u0131ll\u0131 Sistemler Laboratuar\u0131, Y\u0131ld\u0131z Teknik \u00dcniversitesi, Istanbul, Turkey","institution_ids":["https://openalex.org/I4101805"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085505828","display_name":"A. G\u00f6khan Yavuz","orcid":"https://orcid.org/0000-0002-6490-0396"},"institutions":[{"id":"https://openalex.org/I4101805","display_name":"Y\u0131ld\u0131z Technical University","ror":"https://ror.org/0547yzj13","country_code":"TR","type":"education","lineage":["https://openalex.org/I4101805"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"A. G. Yavuz","raw_affiliation_strings":["Bilgisayar M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, Ak\u0131ll\u0131 Sistemler Laboratuar\u0131, Y\u0131ld\u0131z Teknik \u00dcniversitesi, Istanbul, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bilgisayar M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, Ak\u0131ll\u0131 Sistemler Laboratuar\u0131, Y\u0131ld\u0131z Teknik \u00dcniversitesi, Istanbul, Turkey","institution_ids":["https://openalex.org/I4101805"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102706171","display_name":"R.C. Sahin","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"R. Sahin","raw_affiliation_strings":["Inforcept \u0130leti\u015fim Teknolojileri, Kocaeli, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Inforcept \u0130leti\u015fim Teknolojileri, Kocaeli, Turkey","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101552389","display_name":"Tu\u011fba Y\u0131lmaz","orcid":"https://orcid.org/0000-0001-9187-7665"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"T. Yilmaz","raw_affiliation_strings":["Inforcept \u0130leti\u015fim Teknolojileri, Kocaeli, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Inforcept \u0130leti\u015fim Teknolojileri, Kocaeli, Turkey","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025734640","display_name":"H. Demirel","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"H. Demirel","raw_affiliation_strings":["Inforcept \u0130leti\u015fim Teknolojileri, Kocaeli, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Inforcept \u0130leti\u015fim Teknolojileri, Kocaeli, Turkey","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.13585176,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"2","issue":null,"first_page":"1","last_page":"4"},"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":0.9995999932289124,"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":0.9962000250816345,"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/voice-over-ip","display_name":"Voice over IP","score":0.8441725969314575},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8154828548431396},{"id":"https://openalex.org/keywords/traffic-classification","display_name":"Traffic classification","score":0.6320690512657166},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.5823562741279602},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.5454819798469543},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.5390095114707947},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.497743159532547},{"id":"https://openalex.org/keywords/payload","display_name":"Payload (computing)","score":0.4794386923313141},{"id":"https://openalex.org/keywords/peer-to-peer","display_name":"Peer-to-peer","score":0.47741615772247314},{"id":"https://openalex.org/keywords/port","display_name":"Port (circuit theory)","score":0.4422946572303772},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4233925938606262},{"id":"https://openalex.org/keywords/bandwidth","display_name":"Bandwidth (computing)","score":0.42061007022857666},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.41800329089164734},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3597603440284729},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.3408133387565613},{"id":"https://openalex.org/keywords/network-packet","display_name":"Network packet","score":0.15348893404006958}],"concepts":[{"id":"https://openalex.org/C171246234","wikidata":"https://www.wikidata.org/wiki/Q81945","display_name":"Voice over IP","level":3,"score":0.8441725969314575},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8154828548431396},{"id":"https://openalex.org/C169988225","wikidata":"https://www.wikidata.org/wiki/Q7832484","display_name":"Traffic classification","level":3,"score":0.6320690512657166},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.5823562741279602},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.5454819798469543},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.5390095114707947},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.497743159532547},{"id":"https://openalex.org/C134066672","wikidata":"https://www.wikidata.org/wiki/Q1424639","display_name":"Payload (computing)","level":3,"score":0.4794386923313141},{"id":"https://openalex.org/C534932454","wikidata":"https://www.wikidata.org/wiki/Q161410","display_name":"Peer-to-peer","level":2,"score":0.47741615772247314},{"id":"https://openalex.org/C32802771","wikidata":"https://www.wikidata.org/wiki/Q2443617","display_name":"Port (circuit theory)","level":2,"score":0.4422946572303772},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4233925938606262},{"id":"https://openalex.org/C2776257435","wikidata":"https://www.wikidata.org/wiki/Q1576430","display_name":"Bandwidth (computing)","level":2,"score":0.42061007022857666},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.41800329089164734},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3597603440284729},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3408133387565613},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.15348893404006958},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/siu.2013.6531459","is_oa":false,"landing_page_url":"https://doi.org/10.1109/siu.2013.6531459","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 21st Signal Processing and Communications Applications Conference (SIU)","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":12,"referenced_works":["https://openalex.org/W1524496078","https://openalex.org/W1948222530","https://openalex.org/W2011628134","https://openalex.org/W2103818723","https://openalex.org/W2119271160","https://openalex.org/W2122192957","https://openalex.org/W2133990480","https://openalex.org/W2140542782","https://openalex.org/W2149310626","https://openalex.org/W2186250629","https://openalex.org/W6631506987","https://openalex.org/W6686871004"],"related_works":["https://openalex.org/W2084179496","https://openalex.org/W1535080110","https://openalex.org/W2103238357","https://openalex.org/W2741704743","https://openalex.org/W306312984","https://openalex.org/W857189463","https://openalex.org/W32109103","https://openalex.org/W2171634548","https://openalex.org/W2076952529","https://openalex.org/W2032399646"],"abstract_inverted_index":{"Nowadays":[0],"several":[1,104],"topics":[2],"such":[3],"as":[4],"improving":[5],"the":[6,39,60,92,98,111],"quality":[7],"of":[8,14,25,51,100],"service,":[9],"bandwidth":[10],"utilization,":[11],"and":[12,32,35,56,65,83],"creation":[13],"different":[15],"service":[16],"packages,":[17],"have":[18,88],"gained":[19],"importance":[20,90],"due":[21],"to":[22,30,43,53],"widespread":[23],"use":[24],"Internet.":[26],"It":[27],"is":[28],"crucial":[29],"identify":[31],"classify":[33,54],"protocols":[34,55],"applications":[36,57],"communicating":[37,58],"through":[38,59],"network":[40],"in":[41],"order":[42],"perform":[44],"these":[45],"tasks.":[46],"There":[47],"are":[48],"three":[49],"types":[50],"systems":[52],"network,":[61],"namely,":[62],"port-based,":[63],"payload-based":[64],"machine":[66],"learning":[67],"based.":[68],"In":[69],"this":[70],"work,":[71],"we":[72],"focused":[73],"on":[74],"Instant":[75],"Messaging":[76],"(IM),":[77],"Peer-to-peer":[78],"(P2P),":[79],"Social":[80],"Networks,":[81],"Video":[82],"Voice-over-IP":[84],"(VoIP)":[85],"classes":[86],"which":[87],"higher":[89],"for":[91],"Internet":[93],"Service":[94],"Providers.":[95],"We":[96],"evaluated":[97],"performance":[99],"our":[101],"system":[102],"with":[103],"classifiers.":[105],"Random":[106],"Forest":[107],"classifier":[108],"has":[109],"had":[110],"highest":[112],"success":[113],"rate":[114],"among":[115],"others.":[116]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}