{"id":"https://openalex.org/W1964250430","doi":"https://doi.org/10.1109/icccn.2014.6911833","title":"BalancedBoost: A hybrid approach for real-time network traffic classification","display_name":"BalancedBoost: A hybrid approach for real-time network traffic classification","publication_year":2014,"publication_date":"2014-08-01","ids":{"openalex":"https://openalex.org/W1964250430","doi":"https://doi.org/10.1109/icccn.2014.6911833","mag":"1964250430"},"language":"en","primary_location":{"id":"doi:10.1109/icccn.2014.6911833","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icccn.2014.6911833","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 23rd International Conference on Computer Communication and Networks (ICCCN)","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/A5109298145","display_name":"Hengyi Wei","orcid":null},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Hengyi Wei","raw_affiliation_strings":["The School of Electronic and Information Engineering, Xi\u2019 an Jiaotong University, Xi'an, P.R. China","The School of Electronic and Information Engineering, Xi\u2019an Jiaotong University, Xi\u2019an, P. R. China"],"affiliations":[{"raw_affiliation_string":"The School of Electronic and Information Engineering, Xi\u2019 an Jiaotong University, Xi'an, P.R. China","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"The School of Electronic and Information Engineering, Xi\u2019an Jiaotong University, Xi\u2019an, P. R. China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111427462","display_name":"Baocheng Sun","orcid":null},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Baocheng Sun","raw_affiliation_strings":["The School of Electronic and Information Engineering, Xi\u2019 an Jiaotong University, Xi'an, P.R. China","The School of Electronic and Information Engineering, Xi\u2019an Jiaotong University, Xi\u2019an, P. R. China"],"affiliations":[{"raw_affiliation_string":"The School of Electronic and Information Engineering, Xi\u2019 an Jiaotong University, Xi'an, P.R. China","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"The School of Electronic and Information Engineering, Xi\u2019an Jiaotong University, Xi\u2019an, P. R. China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054033247","display_name":"Mingming Jing","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mingming Jing","raw_affiliation_strings":["Department of Teaching and Research, PLA Border Defense Academy, Xi'an, P.R. China"],"affiliations":[{"raw_affiliation_string":"Department of Teaching and Research, PLA Border Defense Academy, Xi'an, P.R. China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5109298145"],"corresponding_institution_ids":["https://openalex.org/I87445476"],"apc_list":null,"apc_paid":null,"fwci":0.409,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.72182529,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"18","issue":null,"first_page":"1","last_page":"6"},"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/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.996399998664856,"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/boosting","display_name":"Boosting (machine learning)","score":0.779682993888855},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7541787624359131},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.6427106261253357},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.543164074420929},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.511361300945282},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4773297905921936},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.4730355441570282},{"id":"https://openalex.org/keywords/concept-drift","display_name":"Concept drift","score":0.42649608850479126},{"id":"https://openalex.org/keywords/traffic-classification","display_name":"Traffic classification","score":0.42076486349105835},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.08969375491142273}],"concepts":[{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.779682993888855},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7541787624359131},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.6427106261253357},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.543164074420929},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.511361300945282},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4773297905921936},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.4730355441570282},{"id":"https://openalex.org/C60777511","wikidata":"https://www.wikidata.org/wiki/Q3045002","display_name":"Concept drift","level":3,"score":0.42649608850479126},{"id":"https://openalex.org/C169988225","wikidata":"https://www.wikidata.org/wiki/Q7832484","display_name":"Traffic classification","level":3,"score":0.42076486349105835},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.08969375491142273},{"id":"https://openalex.org/C89198739","wikidata":"https://www.wikidata.org/wiki/Q3079880","display_name":"Data stream mining","level":2,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icccn.2014.6911833","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icccn.2014.6911833","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 23rd International Conference on Computer Communication and Networks (ICCCN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320318745","display_name":"Universitas Bengkulu","ror":"https://ror.org/04w077t62"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W1563938718","https://openalex.org/W1964234701","https://openalex.org/W1967030981","https://openalex.org/W1973668864","https://openalex.org/W2012095206","https://openalex.org/W2031794885","https://openalex.org/W2055271333","https://openalex.org/W2073089243","https://openalex.org/W2092505457","https://openalex.org/W2096945460","https://openalex.org/W2099454382","https://openalex.org/W2101222264","https://openalex.org/W2119271160","https://openalex.org/W2120948237","https://openalex.org/W2121973001","https://openalex.org/W2136256517","https://openalex.org/W4255738146"],"related_works":["https://openalex.org/W2990081132","https://openalex.org/W4296984035","https://openalex.org/W2125652721","https://openalex.org/W1540371141","https://openalex.org/W4231274751","https://openalex.org/W3127121676","https://openalex.org/W3108206468","https://openalex.org/W1536228795","https://openalex.org/W2145188897","https://openalex.org/W4307508638"],"abstract_inverted_index":{"Real-time":[0],"network":[1],"traffic":[2,84],"classification":[3,140],"suffers":[4],"from":[5],"class":[6,46,62],"imbalance":[7,47,63],"and":[8,37,74,86,108,120,149],"concept":[9],"drift":[10],"problem.":[11,48,64],"Moreover,":[12],"many":[13],"features":[14],"for":[15],"offline":[16],"analysis":[17],"becomes":[18],"unavailable":[19],"due":[20],"to":[21,43,59,79,112,137],"the":[22,45,61,81,88,139,143],"time":[23],"requirement":[24],"of":[25,71,83,132,142],"giving":[26],"results":[27,123],"as":[28,30,35],"quickly":[29],"possible.":[31],"Several":[32],"techniques,":[33],"such":[34],"boosting":[36,75],"data":[38,72],"sampling,":[39],"have":[40],"been":[41],"used":[42],"solve":[44],"In":[49,77],"this":[50],"paper,":[51],"we":[52],"proposed":[53,115],"a":[54,69,91],"hybrid":[55],"approach,":[56],"called":[57],"BalancedBoost,":[58],"address":[60],"BalancedBoost":[65,134],"is":[66,99,135,147],"based":[67,95],"on":[68,96,105],"combination":[70],"sampling":[73],"algorithm.":[76],"order":[78],"reduce":[80],"impact":[82],"dynamics":[85],"filter":[87],"redundant":[89],"features,":[90],"feature":[92],"selection":[93],"algorithm":[94],"symmetrical":[97],"uncertainty":[98],"also":[100],"presented.":[101],"We":[102],"conducted":[103],"experiments":[104],"UNIBS":[106],"datasets":[107],"compared":[109],"our":[110,126],"method":[111,127],"other":[113],"similar":[114],"approaches":[116],"including":[117],"SMOTEBoost,":[118],"RUSBoost":[119],"OverBagging.":[121],"Experiment":[122],"obtained":[124],"by":[125],"are":[128],"promising":[129],"in":[130],"terms":[131],"F-measure.":[133],"able":[136],"improve":[138],"performance":[141],"minority":[144],"class.":[145],"It":[146],"simple":[148],"efficient.":[150]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"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":2},{"year":2018,"cited_by_count":4},{"year":2017,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}