{"id":"https://openalex.org/W3119500019","doi":"https://doi.org/10.1109/icspcs50536.2020.9310061","title":"Traffic Classification of QoS Types Based on Machine Learning Combined with IP Query and Deep Packet Inspection","display_name":"Traffic Classification of QoS Types Based on Machine Learning Combined with IP Query and Deep Packet Inspection","publication_year":2020,"publication_date":"2020-12-14","ids":{"openalex":"https://openalex.org/W3119500019","doi":"https://doi.org/10.1109/icspcs50536.2020.9310061","mag":"3119500019"},"language":"en","primary_location":{"id":"doi:10.1109/icspcs50536.2020.9310061","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icspcs50536.2020.9310061","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 14th International Conference on Signal Processing and Communication Systems (ICSPCS)","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/A5013470161","display_name":"Yung\u2010Fa Huang","orcid":"https://orcid.org/0000-0003-3337-3551"},"institutions":[{"id":"https://openalex.org/I126145234","display_name":"Chaoyang University of Technology","ror":"https://ror.org/04xwksx09","country_code":"TW","type":"education","lineage":["https://openalex.org/I126145234"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yung-Fa Huang","raw_affiliation_strings":["Chaoyang University of Technology, Taichung, Taiwan","Chaoyang University of Technology,Dept. of Dept. of Information and Communication Engineering,Taichung,Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chaoyang University of Technology, Taichung, Taiwan","institution_ids":["https://openalex.org/I126145234"]},{"raw_affiliation_string":"Chaoyang University of Technology,Dept. of Dept. of Information and Communication Engineering,Taichung,Taiwan","institution_ids":["https://openalex.org/I126145234"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068579689","display_name":"Chien-Min Chung","orcid":null},"institutions":[{"id":"https://openalex.org/I126145234","display_name":"Chaoyang University of Technology","ror":"https://ror.org/04xwksx09","country_code":"TW","type":"education","lineage":["https://openalex.org/I126145234"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chien-Min Chung","raw_affiliation_strings":["Chaoyang University of Technology, Taichung, Taiwan","Chaoyang University of Technology, Dept. of Information and Communication Engineering, Taichung, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chaoyang University of Technology, Taichung, Taiwan","institution_ids":["https://openalex.org/I126145234"]},{"raw_affiliation_string":"Chaoyang University of Technology, Dept. of Information and Communication Engineering, Taichung, Taiwan","institution_ids":["https://openalex.org/I126145234"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025080758","display_name":"Chuan-Bi Lin","orcid":"https://orcid.org/0000-0001-9090-6583"},"institutions":[{"id":"https://openalex.org/I126145234","display_name":"Chaoyang University of Technology","ror":"https://ror.org/04xwksx09","country_code":"TW","type":"education","lineage":["https://openalex.org/I126145234"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chuan-Bi Lin","raw_affiliation_strings":["Chaoyang University of Technology, Taichung, Taiwan","Chaoyang University of Technology, Dept. of Information and Communication Engineering, Taichung, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chaoyang University of Technology, Taichung, Taiwan","institution_ids":["https://openalex.org/I126145234"]},{"raw_affiliation_string":"Chaoyang University of Technology, Dept. of Information and Communication Engineering, Taichung, Taiwan","institution_ids":["https://openalex.org/I126145234"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102183071","display_name":"Yanbo Peng","orcid":null},"institutions":[{"id":"https://openalex.org/I126145234","display_name":"Chaoyang University of Technology","ror":"https://ror.org/04xwksx09","country_code":"TW","type":"education","lineage":["https://openalex.org/I126145234"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yan-Bo Peng","raw_affiliation_strings":["Chaoyang University of Technology, Taichung, Taiwan","Chaoyang University of Technology, Dept. of Information and Communication Engineering, Taichung, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chaoyang University of Technology, Taichung, Taiwan","institution_ids":["https://openalex.org/I126145234"]},{"raw_affiliation_string":"Chaoyang University of Technology, Dept. of Information and Communication Engineering, Taichung, Taiwan","institution_ids":["https://openalex.org/I126145234"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078450534","display_name":"Shing-Hong Liu","orcid":"https://orcid.org/0000-0002-3923-4387"},"institutions":[{"id":"https://openalex.org/I126145234","display_name":"Chaoyang University of Technology","ror":"https://ror.org/04xwksx09","country_code":"TW","type":"education","lineage":["https://openalex.org/I126145234"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Shing-Hong Liu","raw_affiliation_strings":["Chaoyang University of Technology, Taichung, Taiwan","Chaoyang University of Technology Department of Computer Science and Information Engineering Taichung Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chaoyang University of Technology, Taichung, Taiwan","institution_ids":["https://openalex.org/I126145234"]},{"raw_affiliation_string":"Chaoyang University of Technology Department of Computer Science and Information Engineering Taichung Taiwan","institution_ids":["https://openalex.org/I126145234"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060193321","display_name":"Honda Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I126145234","display_name":"Chaoyang University of Technology","ror":"https://ror.org/04xwksx09","country_code":"TW","type":"education","lineage":["https://openalex.org/I126145234"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Honda Chen","raw_affiliation_strings":["Chaoyang University of Technology, Taichung, Taiwan","Chaoyang University of Technology Department of Computer Science and Information Engineering Taichung Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chaoyang University of Technology, Taichung, Taiwan","institution_ids":["https://openalex.org/I126145234"]},{"raw_affiliation_string":"Chaoyang University of Technology Department of Computer Science and Information Engineering Taichung Taiwan","institution_ids":["https://openalex.org/I126145234"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.1354,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.59072463,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"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":0.9998999834060669,"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":0.9991999864578247,"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/traffic-classification","display_name":"Traffic classification","score":0.898424506187439},{"id":"https://openalex.org/keywords/deep-packet-inspection","display_name":"Deep packet inspection","score":0.8370063304901123},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8109198808670044},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.7704514861106873},{"id":"https://openalex.org/keywords/encryption","display_name":"Encryption","score":0.7477084398269653},{"id":"https://openalex.org/keywords/internet-traffic-engineering","display_name":"Internet traffic engineering","score":0.6514334678649902},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.6391593217849731},{"id":"https://openalex.org/keywords/network-packet","display_name":"Network packet","score":0.6321801543235779},{"id":"https://openalex.org/keywords/internet-protocol","display_name":"Internet Protocol","score":0.5985734462738037},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.5323258638381958},{"id":"https://openalex.org/keywords/internet-traffic","display_name":"Internet traffic","score":0.5131524205207825},{"id":"https://openalex.org/keywords/protocol","display_name":"Protocol (science)","score":0.4611063599586487},{"id":"https://openalex.org/keywords/traffic-generation-model","display_name":"Traffic generation model","score":0.4569381773471832},{"id":"https://openalex.org/keywords/packet-analyzer","display_name":"Packet analyzer","score":0.4501320719718933},{"id":"https://openalex.org/keywords/internet-protocol-suite","display_name":"Internet protocol suite","score":0.44095301628112793},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.4395514130592346},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3683118522167206},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3520978093147278},{"id":"https://openalex.org/keywords/network-traffic-control","display_name":"Network traffic control","score":0.20129108428955078},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.08386567234992981}],"concepts":[{"id":"https://openalex.org/C169988225","wikidata":"https://www.wikidata.org/wiki/Q7832484","display_name":"Traffic classification","level":3,"score":0.898424506187439},{"id":"https://openalex.org/C204679922","wikidata":"https://www.wikidata.org/wiki/Q734252","display_name":"Deep packet inspection","level":3,"score":0.8370063304901123},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8109198808670044},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.7704514861106873},{"id":"https://openalex.org/C148730421","wikidata":"https://www.wikidata.org/wiki/Q141090","display_name":"Encryption","level":2,"score":0.7477084398269653},{"id":"https://openalex.org/C133264484","wikidata":"https://www.wikidata.org/wiki/Q6056085","display_name":"Internet traffic engineering","level":4,"score":0.6514334678649902},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.6391593217849731},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.6321801543235779},{"id":"https://openalex.org/C35341882","wikidata":"https://www.wikidata.org/wiki/Q8795","display_name":"Internet Protocol","level":3,"score":0.5985734462738037},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.5323258638381958},{"id":"https://openalex.org/C63969886","wikidata":"https://www.wikidata.org/wiki/Q3536440","display_name":"Internet traffic","level":3,"score":0.5131524205207825},{"id":"https://openalex.org/C2780385302","wikidata":"https://www.wikidata.org/wiki/Q367158","display_name":"Protocol (science)","level":3,"score":0.4611063599586487},{"id":"https://openalex.org/C176715033","wikidata":"https://www.wikidata.org/wiki/Q2080768","display_name":"Traffic generation model","level":2,"score":0.4569381773471832},{"id":"https://openalex.org/C95362637","wikidata":"https://www.wikidata.org/wiki/Q54366","display_name":"Packet analyzer","level":3,"score":0.4501320719718933},{"id":"https://openalex.org/C65567647","wikidata":"https://www.wikidata.org/wiki/Q81414","display_name":"Internet protocol suite","level":3,"score":0.44095301628112793},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.4395514130592346},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3683118522167206},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3520978093147278},{"id":"https://openalex.org/C201100257","wikidata":"https://www.wikidata.org/wiki/Q393287","display_name":"Network traffic control","level":3,"score":0.20129108428955078},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.08386567234992981},{"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/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icspcs50536.2020.9310061","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icspcs50536.2020.9310061","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 14th International Conference on Signal Processing and Communication Systems (ICSPCS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320322108","display_name":"Ministry of Science and Technology","ror":"https://ror.org/032e49973"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W1665214252","https://openalex.org/W2019821286","https://openalex.org/W2099964107","https://openalex.org/W2238866705","https://openalex.org/W2343828539","https://openalex.org/W2892460540","https://openalex.org/W2915352631","https://openalex.org/W4384435595","https://openalex.org/W6637242042"],"related_works":["https://openalex.org/W2018436679","https://openalex.org/W2770628370","https://openalex.org/W2964663688","https://openalex.org/W3163756987","https://openalex.org/W1987463739","https://openalex.org/W2073876080","https://openalex.org/W2083607221","https://openalex.org/W2023141338","https://openalex.org/W3167272834","https://openalex.org/W2027016628"],"abstract_inverted_index":{"Due":[0],"to":[1,13,38],"many":[2,36],"network":[3],"services":[4,96],"using":[5],"encryption":[6],"protocols,":[7],"it":[8,71],"poses":[9],"a":[10],"massive":[11],"challenge":[12],"accurately":[14],"identify":[15,30],"traffic":[16,65,90],"and":[17,59],"provide":[18,74],"quality":[19],"of":[20,80],"service":[21],"(QoS).":[22],"Although":[23],"deep":[24,60],"packet":[25,61],"inspection":[26],"(DPI)":[27],"technology":[28,63],"can":[29,72,91,101],"most":[31],"traffic,":[32],"there":[33],"are":[34],"still":[35],"disadvantages":[37],"identifying":[39],"encrypted":[40,81,89],"traffic.":[41,82],"In":[42],"this":[43],"paper,":[44],"we":[45],"apply":[46],"the":[47,109],"IP":[48],"(Internet":[49],"Protocol)":[50],"autonomous":[51],"system":[52],"information":[53],"query":[54],"with":[55,97],"machine":[56],"learning":[57],"(ML)":[58],"detection":[62],"for":[64,77],"identification.":[66],"By":[67],"combining":[68],"these":[69],"methods,":[70],"quickly":[73],"good":[75],"QoS":[76,99],"different":[78,88,98],"types":[79],"The":[83,95],"experimental":[84],"results":[85],"show":[86],"that":[87],"be":[92,102],"effectively":[93,103],"identified.":[94],"requirements":[100],"identified":[104],"even":[105],"if":[106],"they":[107],"use":[108],"same":[110],"protocol.":[111]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}