{"id":"https://openalex.org/W1996819165","doi":"https://doi.org/10.1109/fskd.2014.6980874","title":"Ensemble learning model for P2P traffic identification","display_name":"Ensemble learning model for P2P traffic identification","publication_year":2014,"publication_date":"2014-08-01","ids":{"openalex":"https://openalex.org/W1996819165","doi":"https://doi.org/10.1109/fskd.2014.6980874","mag":"1996819165"},"language":"en","primary_location":{"id":"doi:10.1109/fskd.2014.6980874","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fskd.2014.6980874","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 11th International Conference on Fuzzy Systems and Knowledge Discovery (FSKD)","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/A5013221746","display_name":"Shengxiong Deng","orcid":null},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shengxiong Deng","raw_affiliation_strings":["College of Communication & Information Engineering, Chongqing University of Posts & Telecommunications"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Communication & Information Engineering, Chongqing University of Posts & Telecommunications","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052677758","display_name":"Jiangtao Luo","orcid":"https://orcid.org/0000-0002-9160-3047"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiangtao Luo","raw_affiliation_strings":["Chongqing Universities Communication Network Testing Technology Engineering Research Center, Chongqing, China","College of Communication & Information Engineering, Chongqing University of Posts & Telecommunications"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chongqing Universities Communication Network Testing Technology Engineering Research Center, Chongqing, China","institution_ids":[]},{"raw_affiliation_string":"College of Communication & Information Engineering, Chongqing University of Posts & Telecommunications","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100630573","display_name":"Yong Liu","orcid":"https://orcid.org/0000-0001-5460-7420"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yong Liu","raw_affiliation_strings":["College of Communication & Information Engineering, Chongqing University of Posts & Telecommunications"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Communication & Information Engineering, Chongqing University of Posts & Telecommunications","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100459915","display_name":"Xiaoping Wang","orcid":"https://orcid.org/0000-0002-4909-8286"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoping Wang","raw_affiliation_strings":["College of Communication & Information Engineering, Chongqing University of Posts & Telecommunications"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Communication & Information Engineering, Chongqing University of Posts & Telecommunications","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5008960297","display_name":"Junchao Yang","orcid":"https://orcid.org/0000-0001-9512-2104"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junchao Yang","raw_affiliation_strings":["College of Communication & Information Engineering, Chongqing University of Posts & Telecommunications"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Communication & Information Engineering, Chongqing University of Posts & Telecommunications","institution_ids":["https://openalex.org/I10535382"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.8458,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.80601484,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"31","issue":null,"first_page":"436","last_page":"440"},"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":0.9998999834060669,"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":0.9998999834060669,"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":0.9991999864578247,"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/T12357","display_name":"Digital Media Forensic Detection","score":0.9889000058174133,"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":0.8046996593475342},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.6736209988594055},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6580604910850525},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.6540445685386658},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.5979165434837341},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5813655257225037},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5093497037887573},{"id":"https://openalex.org/keywords/naive-bayes-classifier","display_name":"Naive Bayes classifier","score":0.49298951029777527},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.48160621523857117},{"id":"https://openalex.org/keywords/ensemble-forecasting","display_name":"Ensemble forecasting","score":0.45636433362960815},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.44126221537590027},{"id":"https://openalex.org/keywords/stability","display_name":"Stability (learning theory)","score":0.43196791410446167},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4161222279071808},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.12114229798316956}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8046996593475342},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.6736209988594055},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6580604910850525},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.6540445685386658},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.5979165434837341},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5813655257225037},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5093497037887573},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.49298951029777527},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.48160621523857117},{"id":"https://openalex.org/C119898033","wikidata":"https://www.wikidata.org/wiki/Q3433888","display_name":"Ensemble forecasting","level":2,"score":0.45636433362960815},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.44126221537590027},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.43196791410446167},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4161222279071808},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.12114229798316956},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/fskd.2014.6980874","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fskd.2014.6980874","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 11th International Conference on Fuzzy Systems and Knowledge Discovery (FSKD)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/15","score":0.4300000071525574,"display_name":"Life in Land"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W28412257","https://openalex.org/W136972161","https://openalex.org/W178970520","https://openalex.org/W603723648","https://openalex.org/W1524496078","https://openalex.org/W1534477342","https://openalex.org/W1570448133","https://openalex.org/W1912123407","https://openalex.org/W1966280301","https://openalex.org/W1981423980","https://openalex.org/W1990685456","https://openalex.org/W2014612080","https://openalex.org/W2048511478","https://openalex.org/W2082081125","https://openalex.org/W2096352448","https://openalex.org/W2101040242","https://openalex.org/W2125510568","https://openalex.org/W2129106196","https://openalex.org/W2155806188","https://openalex.org/W2159958314","https://openalex.org/W2360487026","https://openalex.org/W2365496294","https://openalex.org/W2394135928","https://openalex.org/W2911964244","https://openalex.org/W4212883601","https://openalex.org/W6618549861","https://openalex.org/W6631506987","https://openalex.org/W6640114639"],"related_works":["https://openalex.org/W4281560664","https://openalex.org/W4375930479","https://openalex.org/W4206256357","https://openalex.org/W3174617586","https://openalex.org/W4285298015","https://openalex.org/W2931229422","https://openalex.org/W2111761681","https://openalex.org/W3159525244","https://openalex.org/W3159716340","https://openalex.org/W4380148130"],"abstract_inverted_index":{"P2P":[0,55,123],"traffic":[1,9,56,124],"identification":[2,125],"is":[3,14],"an":[4,118],"important":[5],"issue":[6],"of":[7,70,92,102],"internet":[8],"analysis,":[10],"and":[11,29,47,90,115],"machine":[12,31],"learning":[13,25,32],"a":[15,111],"viable":[16],"approach":[17],"to":[18,23,35,54,78,86,121],"address":[19],"it.":[20],"However,":[21],"compared":[22],"ensemble":[24],"methods,":[26],"traditional":[27],"methods":[28,33],"simple":[30],"appear":[34],"be":[36],"slightly":[37],"limited":[38],"in":[39,64,98],"improving":[40],"performance.":[41],"In":[42],"this":[43],"paper,":[44],"Random":[45],"Forests":[46],"feature":[48],"weighted":[49,73],"Naive":[50],"Bayes":[51],"was":[52,76],"integrated":[53,94],"identification.":[57],"Scores":[58],"were":[59,84],"calculated":[60],"for":[61],"each":[62],"category":[63],"the":[65,68,80,88,93,99,108],"model":[66,109],"while":[67],"process":[69],"prediction.":[71],"Then,":[72],"majority":[74],"voting":[75],"used":[77],"get":[79],"final":[81],"output.":[82],"Experiments":[83],"conducted":[85],"verify":[87],"effectiveness":[89],"stability":[91],"model,":[95],"which":[96],"implements":[97],"programming":[100],"mode":[101],"MapReduce.":[103],"Results":[104],"have":[105],"shown":[106],"that":[107],"achieved":[110],"better":[112],"overall":[113],"performance":[114],"may":[116],"provides":[117],"alternative":[119],"way":[120],"solve":[122],"problem.":[126]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2016,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}