{"id":"https://openalex.org/W2148679464","doi":"https://doi.org/10.1109/cnsm.2010.5691210","title":"An investigation on the identification of VoIP traffic: Case study on Gtalk and Skype","display_name":"An investigation on the identification of VoIP traffic: Case study on Gtalk and Skype","publication_year":2010,"publication_date":"2010-10-01","ids":{"openalex":"https://openalex.org/W2148679464","doi":"https://doi.org/10.1109/cnsm.2010.5691210","mag":"2148679464"},"language":"en","primary_location":{"id":"doi:10.1109/cnsm.2010.5691210","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cnsm.2010.5691210","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2010 International Conference on Network and Service Management","raw_type":"proceedings-article"},"type":"article","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/A5064562846","display_name":"Riyad Alshammari","orcid":"https://orcid.org/0000-0002-0529-2458"},"institutions":[{"id":"https://openalex.org/I129902397","display_name":"Dalhousie University","ror":"https://ror.org/01e6qks80","country_code":"CA","type":"education","lineage":["https://openalex.org/I129902397"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Riyad Alshammari","raw_affiliation_strings":["Faculty of Computer Science, Dalhousie University, Halifax, NS, Canada"],"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science, Dalhousie University, Halifax, NS, Canada","institution_ids":["https://openalex.org/I129902397"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5008462534","display_name":"A. Nur Zincir\u2010Heywood","orcid":"https://orcid.org/0000-0003-2796-7265"},"institutions":[{"id":"https://openalex.org/I129902397","display_name":"Dalhousie University","ror":"https://ror.org/01e6qks80","country_code":"CA","type":"education","lineage":["https://openalex.org/I129902397"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"A. Nur Zincir-Heywood","raw_affiliation_strings":["Faculty of Computer Science, Dalhousie University, Halifax, NS, Canada"],"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science, Dalhousie University, Halifax, NS, Canada","institution_ids":["https://openalex.org/I129902397"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5064562846"],"corresponding_institution_ids":["https://openalex.org/I129902397"],"apc_list":null,"apc_paid":null,"fwci":3.6084,"has_fulltext":false,"cited_by_count":39,"citation_normalized_percentile":{"value":0.93328826,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"310","last_page":"313"},"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":0.9973999857902527,"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/T10388","display_name":"Advanced Steganography and Watermarking Techniques","score":0.987500011920929,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.813651442527771},{"id":"https://openalex.org/keywords/payload","display_name":"Payload (computing)","score":0.8069248199462891},{"id":"https://openalex.org/keywords/voice-over-ip","display_name":"Voice over IP","score":0.7623803615570068},{"id":"https://openalex.org/keywords/adaboost","display_name":"AdaBoost","score":0.7319784164428711},{"id":"https://openalex.org/keywords/encryption","display_name":"Encryption","score":0.6713874340057373},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.6157529950141907},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5648006796836853},{"id":"https://openalex.org/keywords/genetic-programming","display_name":"Genetic programming","score":0.5604915618896484},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5348367094993591},{"id":"https://openalex.org/keywords/traffic-classification","display_name":"Traffic classification","score":0.5226190686225891},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.4935418367385864},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.48307254910469055},{"id":"https://openalex.org/keywords/network-packet","display_name":"Network packet","score":0.44755980372428894},{"id":"https://openalex.org/keywords/deep-packet-inspection","display_name":"Deep packet inspection","score":0.440871924161911},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.21300986409187317},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.16904854774475098},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.13439491391181946}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.813651442527771},{"id":"https://openalex.org/C134066672","wikidata":"https://www.wikidata.org/wiki/Q1424639","display_name":"Payload (computing)","level":3,"score":0.8069248199462891},{"id":"https://openalex.org/C171246234","wikidata":"https://www.wikidata.org/wiki/Q81945","display_name":"Voice over IP","level":3,"score":0.7623803615570068},{"id":"https://openalex.org/C141404830","wikidata":"https://www.wikidata.org/wiki/Q2823869","display_name":"AdaBoost","level":3,"score":0.7319784164428711},{"id":"https://openalex.org/C148730421","wikidata":"https://www.wikidata.org/wiki/Q141090","display_name":"Encryption","level":2,"score":0.6713874340057373},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.6157529950141907},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5648006796836853},{"id":"https://openalex.org/C110332635","wikidata":"https://www.wikidata.org/wiki/Q629498","display_name":"Genetic programming","level":2,"score":0.5604915618896484},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5348367094993591},{"id":"https://openalex.org/C169988225","wikidata":"https://www.wikidata.org/wiki/Q7832484","display_name":"Traffic classification","level":3,"score":0.5226190686225891},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4935418367385864},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48307254910469055},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.44755980372428894},{"id":"https://openalex.org/C204679922","wikidata":"https://www.wikidata.org/wiki/Q734252","display_name":"Deep packet inspection","level":3,"score":0.440871924161911},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.21300986409187317},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.16904854774475098},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.13439491391181946},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cnsm.2010.5691210","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cnsm.2010.5691210","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2010 International Conference on Network and Service Management","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321629","display_name":"Dalhousie University","ror":"https://ror.org/01e6qks80"},{"id":"https://openalex.org/F4320322675","display_name":"Mitacs","ror":"https://ror.org/00cjrc276"},{"id":"https://openalex.org/F4320334904","display_name":"National Institute for Materials Science","ror":"https://ror.org/026v1ze26"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W1521553548","https://openalex.org/W1602622186","https://openalex.org/W1618185284","https://openalex.org/W1984987629","https://openalex.org/W1993028889","https://openalex.org/W2012095206","https://openalex.org/W2016475179","https://openalex.org/W2058686227","https://openalex.org/W2073089243","https://openalex.org/W2096118443","https://openalex.org/W2097725665","https://openalex.org/W2102351657","https://openalex.org/W2105802878","https://openalex.org/W2119271160","https://openalex.org/W2120152316","https://openalex.org/W2121973001","https://openalex.org/W2122226347","https://openalex.org/W2122491585","https://openalex.org/W2125722086","https://openalex.org/W2133473417","https://openalex.org/W2147526150","https://openalex.org/W2148035254","https://openalex.org/W2150779517","https://openalex.org/W2158215699","https://openalex.org/W2751318774","https://openalex.org/W3150719513","https://openalex.org/W3160447194","https://openalex.org/W4242138061","https://openalex.org/W4403736824"],"related_works":["https://openalex.org/W2041550843","https://openalex.org/W2537489883","https://openalex.org/W2017644937","https://openalex.org/W1976515580","https://openalex.org/W3011161512","https://openalex.org/W2928278548","https://openalex.org/W2978828483","https://openalex.org/W4301866626","https://openalex.org/W2917586021","https://openalex.org/W2062731068"],"abstract_inverted_index":{"The":[0],"classification":[1],"of":[2,33,50],"encrypted":[3,57],"traffic":[4],"on":[5],"the":[6,23,27,44,48,94,107,124],"fly":[7],"from":[8,93],"network":[9],"traces":[10],"represents":[11],"a":[12,31],"particularly":[13],"challenging":[14],"application":[15],"domain.":[16,46],"Recent":[17],"advances":[18],"in":[19,38],"machine":[20,74,120],"learning":[21,75,121],"provide":[22],"opportunity":[24],"to":[25,54],"decompose":[26],"original":[28],"problem":[29,45],"into":[30,43],"subset":[32],"classifiers":[34],"with":[35],"non-overlapping":[36],"behaviors,":[37],"effect":[39],"providing":[40],"further":[41],"insight":[42],"Thus,":[47],"objective":[49],"this":[51,70,98],"work":[52],"is":[53],"classify":[55],"VoIP":[56],"traffic,":[58],"where":[59],"Gtalk":[60],"and":[61,81,91,112],"Skype":[62],"applications":[63],"are":[64,85,103],"taken":[65],"as":[66],"good":[67],"representatives.":[68],"To":[69],"end,":[71],"three":[72],"different":[73],"based":[76,101,119],"approaches,":[77],"namely,":[78],"C4.5,":[79],"AdaBoost":[80],"Genetic":[82],"Programming":[83],"(GP),":[84],"evaluated":[86],"under":[87],"data":[88],"sets":[89],"common":[90],"independent":[92],"training":[95],"condition.":[96],"In":[97],"case,":[99],"flow":[100],"features":[102],"employed":[104],"without":[105],"using":[106],"IP":[108],"addresses,":[109],"source/destination":[110],"ports":[111],"payload":[113],"information.":[114],"Results":[115],"indicate":[116],"that":[117],"C4.5":[118],"approach":[122],"has":[123],"best":[125],"performance.":[126]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":5},{"year":2014,"cited_by_count":3},{"year":2013,"cited_by_count":6},{"year":2012,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
