{"id":"https://openalex.org/W2913917703","doi":"https://doi.org/10.1007/978-981-13-5907-1_13","title":"Privacy Preserving Classification Based on Perturbation for Network Traffic","display_name":"Privacy Preserving Classification Based on Perturbation for Network Traffic","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2913917703","doi":"https://doi.org/10.1007/978-981-13-5907-1_13","mag":"2913917703"},"language":"en","primary_location":{"id":"doi:10.1007/978-981-13-5907-1_13","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-981-13-5907-1_13","pdf_url":null,"source":{"id":"https://openalex.org/S2764900261","display_name":"Communications in computer and information science","issn_l":"1865-0929","issn":["1865-0929","1865-0937"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications in Computer and Information Science","raw_type":"book-chapter"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"http://hdl.handle.net/10072/392460","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101435289","display_name":"Yue Lu","orcid":"https://orcid.org/0000-0003-1773-1005"},"institutions":[{"id":"https://openalex.org/I21193070","display_name":"Beijing Jiaotong University","ror":"https://ror.org/01yj56c84","country_code":"CN","type":"education","lineage":["https://openalex.org/I21193070"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yue Lu","raw_affiliation_strings":["School of Electronics and Information Engineering, Beijing Jiaotong University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Beijing Jiaotong University, Beijing, China","institution_ids":["https://openalex.org/I21193070"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100681241","display_name":"Hui Tian","orcid":"https://orcid.org/0000-0002-7952-571X"},"institutions":[{"id":"https://openalex.org/I11701301","display_name":"Griffith University","ror":"https://ror.org/02sc3r913","country_code":"AU","type":"education","lineage":["https://openalex.org/I11701301"]},{"id":"https://openalex.org/I21193070","display_name":"Beijing Jiaotong University","ror":"https://ror.org/01yj56c84","country_code":"CN","type":"education","lineage":["https://openalex.org/I21193070"]}],"countries":["AU","CN"],"is_corresponding":false,"raw_author_name":"Hui Tian","raw_affiliation_strings":["School of Electronics and Information Engineering, Beijing Jiaotong University, Beijing, China","School of ICT, Griffith University, Gold Coast, Australia","School of Information and Communication Technology, Griffith University, Southport, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Beijing Jiaotong University, Beijing, China","institution_ids":["https://openalex.org/I21193070"]},{"raw_affiliation_string":"School of ICT, Griffith University, Gold Coast, Australia","institution_ids":["https://openalex.org/I11701301"]},{"raw_affiliation_string":"School of Information and Communication Technology, Griffith University, Southport, Australia","institution_ids":["https://openalex.org/I11701301"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070128994","display_name":"Hong Shen","orcid":"https://orcid.org/0000-0002-3663-6591"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]},{"id":"https://openalex.org/I5681781","display_name":"The University of Adelaide","ror":"https://ror.org/00892tw58","country_code":"AU","type":"education","lineage":["https://openalex.org/I5681781"]}],"countries":["AU","CN"],"is_corresponding":false,"raw_author_name":"Hong Shen","raw_affiliation_strings":["School of Computer Science, University of Adelaide, Adelaide, Australia","School of Computer Science, University of Adelaide, Adelaide, SA, Australia","School of Data and Computer Science, Sun Yat-Sen University, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, University of Adelaide, Adelaide, Australia","institution_ids":["https://openalex.org/I5681781"]},{"raw_affiliation_string":"School of Computer Science, University of Adelaide, Adelaide, SA, Australia","institution_ids":["https://openalex.org/I5681781"]},{"raw_affiliation_string":"School of Data and Computer Science, Sun Yat-Sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5063374905","display_name":"Dongdong Xu","orcid":"https://orcid.org/0000-0001-6713-612X"},"institutions":[{"id":"https://openalex.org/I21193070","display_name":"Beijing Jiaotong University","ror":"https://ror.org/01yj56c84","country_code":"CN","type":"education","lineage":["https://openalex.org/I21193070"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dongdong Xu","raw_affiliation_strings":["School of Electronics and Information Engineering, Beijing Jiaotong University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Beijing Jiaotong University, Beijing, China","institution_ids":["https://openalex.org/I21193070"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"121","last_page":"132"},"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":0.9993000030517578,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9986000061035156,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6418405175209045},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.4008258581161499},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.37157589197158813}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6418405175209045},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4008258581161499},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.37157589197158813}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/978-981-13-5907-1_13","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-981-13-5907-1_13","pdf_url":null,"source":{"id":"https://openalex.org/S2764900261","display_name":"Communications in computer and information science","issn_l":"1865-0929","issn":["1865-0929","1865-0937"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications in Computer and Information Science","raw_type":"book-chapter"},{"id":"pmh:oai:research-repository.griffith.edu.au:10072/392460","is_oa":true,"landing_page_url":"http://hdl.handle.net/10072/392460","pdf_url":null,"source":null,"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference output"}],"best_oa_location":{"id":"pmh:oai:research-repository.griffith.edu.au:10072/392460","is_oa":true,"landing_page_url":"http://hdl.handle.net/10072/392460","pdf_url":null,"source":null,"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference output"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.699999988079071}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W1481277647","https://openalex.org/W1495633614","https://openalex.org/W1521553548","https://openalex.org/W1592092778","https://openalex.org/W1606251440","https://openalex.org/W1610100923","https://openalex.org/W1661871015","https://openalex.org/W2012095206","https://openalex.org/W2121973001","https://openalex.org/W2122192957","https://openalex.org/W2149274049","https://openalex.org/W2161160262","https://openalex.org/W2586966191","https://openalex.org/W2911978475","https://openalex.org/W4255738146"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"Network":[0],"traffic":[1,61,89],"classification":[2,52,57],"is":[3,11,153],"important":[4],"to":[5,20,34,49,87],"many":[6],"network":[7,22,40],"applications.":[8],"Machine":[9],"learning":[10],"regarded":[12],"as":[13],"one":[14],"of":[15,67,73,93],"the":[16,29,51,60,71,103],"most":[17],"effective":[18],"technique":[19],"classify":[21,88],"traffic.":[23,41],"In":[24],"this":[25,46],"paper,":[26],"we":[27,119],"adopt":[28],"fast":[30],"correlation-based":[31],"filter":[32,35],"algorithm":[33,47,124,152],"redundant":[36],"attributes":[37,43,62],"contained":[38],"in":[39],"The":[42,143],"selected":[44],"by":[45,81,150],"help":[48],"reduce":[50],"complexity":[53],"and":[54,78,159],"achieve":[55],"high":[56,156],"accuracy.":[58],"Since":[59],"contain":[63],"a":[64,121],"large":[65],"amount":[66],"users\u2019":[68],"behavior":[69],"information,":[70,109],"privacy":[72,108],"user":[74],"may":[75,111],"be":[76,113],"revealed":[77],"illegally":[79],"used":[80,114],"malicious":[82],"users.":[83],"So":[84],"it\u2019s":[85],"demanding":[86],"with":[90,155],"certain":[91],"segment":[92],"frames":[94],"which":[95,133],"encloses":[96],"privacy-related":[97],"information":[98],"being":[99],"protected.":[100],"After":[101],"classification,":[102],"results":[104,145],"do":[105],"not":[106],"disclose":[107],"while":[110],"still":[112],"for":[115],"data":[116,130,139,148,160],"analysis.":[117],"Therefore,":[118],"propose":[120],"random":[122],"perturbation":[123],"based":[125],"on":[126],"relationship":[127],"among":[128],"different":[129],"attributes\u2019":[131],"orders,":[132],"protects":[134],"their":[135],"privacy,":[136],"thus":[137],"ensures":[138],"security":[140],"during":[141],"classification.":[142],"experiment":[144],"demonstrate":[146],"that":[147],"perturbed":[149],"our":[151],"classified":[154],"accuracy":[157],"rate":[158],"utility.":[161]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2019,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
