{"id":"https://openalex.org/W3161143976","doi":"https://doi.org/10.1109/icassp39728.2021.9415099","title":"Fden: Mining Effective Information of Features in Detecting Network Anomalies","display_name":"Fden: Mining Effective Information of Features in Detecting Network Anomalies","publication_year":2021,"publication_date":"2021-05-13","ids":{"openalex":"https://openalex.org/W3161143976","doi":"https://doi.org/10.1109/icassp39728.2021.9415099","mag":"3161143976"},"language":"en","primary_location":{"id":"doi:10.1109/icassp39728.2021.9415099","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp39728.2021.9415099","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2021 - 2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","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/A5082213051","display_name":"Bin Li","orcid":"https://orcid.org/0000-0003-0932-0177"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Li","raw_affiliation_strings":["Science and Technology on Parallel and Distributed Processing Laboratory College of Computer, National University of Defense Technology,Changsha,China","Science and Technology on Parallel and Distributed Processing Laboratory College of Computer, National University of Defense Technology, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Science and Technology on Parallel and Distributed Processing Laboratory College of Computer, National University of Defense Technology,Changsha,China","institution_ids":["https://openalex.org/I170215575"]},{"raw_affiliation_string":"Science and Technology on Parallel and Distributed Processing Laboratory College of Computer, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100429826","display_name":"Yijie Wang","orcid":"https://orcid.org/0000-0002-2913-4016"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yijie Wang","raw_affiliation_strings":["Science and Technology on Parallel and Distributed Processing Laboratory College of Computer, National University of Defense Technology,Changsha,China","Science and Technology on Parallel and Distributed Processing Laboratory College of Computer, National University of Defense Technology, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Science and Technology on Parallel and Distributed Processing Laboratory College of Computer, National University of Defense Technology,Changsha,China","institution_ids":["https://openalex.org/I170215575"]},{"raw_affiliation_string":"Science and Technology on Parallel and Distributed Processing Laboratory College of Computer, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100335524","display_name":"Ming-Yu Liu","orcid":"https://orcid.org/0000-0002-2239-8975"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingyu Liu","raw_affiliation_strings":["Science and Technology on Parallel and Distributed Processing Laboratory College of Computer, National University of Defense Technology,Changsha,China","Science and Technology on Parallel and Distributed Processing Laboratory College of Computer, National University of Defense Technology, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Science and Technology on Parallel and Distributed Processing Laboratory College of Computer, National University of Defense Technology,Changsha,China","institution_ids":["https://openalex.org/I170215575"]},{"raw_affiliation_string":"Science and Technology on Parallel and Distributed Processing Laboratory College of Computer, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013340793","display_name":"Kele Xu","orcid":"https://orcid.org/0000-0001-5997-5169"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kele Xu","raw_affiliation_strings":["Science and Technology on Parallel and Distributed Processing Laboratory College of Computer, National University of Defense Technology,Changsha,China","Science and Technology on Parallel and Distributed Processing Laboratory College of Computer, National University of Defense Technology, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Science and Technology on Parallel and Distributed Processing Laboratory College of Computer, National University of Defense Technology,Changsha,China","institution_ids":["https://openalex.org/I170215575"]},{"raw_affiliation_string":"Science and Technology on Parallel and Distributed Processing Laboratory College of Computer, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100748098","display_name":"Zhongyang Wang","orcid":"https://orcid.org/0000-0003-2717-4345"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhongyang Wang","raw_affiliation_strings":["Science and Technology on Parallel and Distributed Processing Laboratory College of Computer, National University of Defense Technology,Changsha,China","Science and Technology on Parallel and Distributed Processing Laboratory College of Computer, National University of Defense Technology, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Science and Technology on Parallel and Distributed Processing Laboratory College of Computer, National University of Defense Technology,Changsha,China","institution_ids":["https://openalex.org/I170215575"]},{"raw_affiliation_string":"Science and Technology on Parallel and Distributed Processing Laboratory College of Computer, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100753411","display_name":"Li Cheng","orcid":"https://orcid.org/0000-0002-7666-8184"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Li Cheng","raw_affiliation_strings":["Science and Technology on Parallel and Distributed Processing Laboratory College of Computer, National University of Defense Technology,Changsha,China","Science and Technology on Parallel and Distributed Processing Laboratory College of Computer, National University of Defense Technology, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Science and Technology on Parallel and Distributed Processing Laboratory College of Computer, National University of Defense Technology,Changsha,China","institution_ids":["https://openalex.org/I170215575"]},{"raw_affiliation_string":"Science and Technology on Parallel and Distributed Processing Laboratory College of Computer, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100719729","display_name":"Yizhou Li","orcid":"https://orcid.org/0000-0002-0351-1792"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yizhou Li","raw_affiliation_strings":["Science and Technology on Parallel and Distributed Processing Laboratory College of Computer, National University of Defense Technology,Changsha,China","Science and Technology on Parallel and Distributed Processing Laboratory College of Computer, National University of Defense Technology, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Science and Technology on Parallel and Distributed Processing Laboratory College of Computer, National University of Defense Technology,Changsha,China","institution_ids":["https://openalex.org/I170215575"]},{"raw_affiliation_string":"Science and Technology on Parallel and Distributed Processing Laboratory College of Computer, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.481,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.65867887,"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":"8553","last_page":"8557"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":1.0,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9993000030517578,"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/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.9979000091552734,"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/leverage","display_name":"Leverage (statistics)","score":0.7895832657814026},{"id":"https://openalex.org/keywords/categorical-variable","display_name":"Categorical variable","score":0.7840832471847534},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6684020757675171},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.6055150032043457},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.601123034954071},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.49490445852279663},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4842369258403778},{"id":"https://openalex.org/keywords/precision-and-recall","display_name":"Precision and recall","score":0.4677341878414154},{"id":"https://openalex.org/keywords/network-security","display_name":"Network security","score":0.4642319083213806},{"id":"https://openalex.org/keywords/anomaly","display_name":"Anomaly (physics)","score":0.434383749961853},{"id":"https://openalex.org/keywords/data-set","display_name":"Data set","score":0.42993253469467163},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.41725921630859375},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4121782183647156},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.39190584421157837}],"concepts":[{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.7895832657814026},{"id":"https://openalex.org/C5274069","wikidata":"https://www.wikidata.org/wiki/Q2285707","display_name":"Categorical variable","level":2,"score":0.7840832471847534},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6684020757675171},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.6055150032043457},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.601123034954071},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49490445852279663},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4842369258403778},{"id":"https://openalex.org/C81669768","wikidata":"https://www.wikidata.org/wiki/Q2359161","display_name":"Precision and recall","level":2,"score":0.4677341878414154},{"id":"https://openalex.org/C182590292","wikidata":"https://www.wikidata.org/wiki/Q989632","display_name":"Network security","level":2,"score":0.4642319083213806},{"id":"https://openalex.org/C12997251","wikidata":"https://www.wikidata.org/wiki/Q567560","display_name":"Anomaly (physics)","level":2,"score":0.434383749961853},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.42993253469467163},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.41725921630859375},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4121782183647156},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.39190584421157837},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"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},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","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/C26873012","wikidata":"https://www.wikidata.org/wiki/Q214781","display_name":"Condensed matter physics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icassp39728.2021.9415099","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp39728.2021.9415099","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2021 - 2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321408","display_name":"Ministry of Education","ror":"https://ror.org/01p262204"},{"id":"https://openalex.org/F4320330215","display_name":"Natural Science Foundation for Distinguished Young Scholars of Hunan Province","ror":null},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W273955616","https://openalex.org/W1625605225","https://openalex.org/W1678356000","https://openalex.org/W1977177161","https://openalex.org/W2101234009","https://openalex.org/W2613205839","https://openalex.org/W2755464334","https://openalex.org/W2783741806","https://openalex.org/W2964022491","https://openalex.org/W3001683812","https://openalex.org/W3048377462","https://openalex.org/W3135612867","https://openalex.org/W3217005176","https://openalex.org/W4399647672","https://openalex.org/W6610017368","https://openalex.org/W6637404493","https://openalex.org/W6675354045","https://openalex.org/W6750729320","https://openalex.org/W6791811571"],"related_works":["https://openalex.org/W2806741695","https://openalex.org/W4290647774","https://openalex.org/W3189286258","https://openalex.org/W3207797160","https://openalex.org/W3210364259","https://openalex.org/W4300558037","https://openalex.org/W2912112202","https://openalex.org/W2667207928","https://openalex.org/W4377864969","https://openalex.org/W2972971679"],"abstract_inverted_index":{"Network":[0,134],"anomaly":[1],"detection":[2],"is":[3,92],"important":[4],"for":[5],"detecting":[6,29],"and":[7,40,85,102,150,160],"reacting":[8],"to":[9,23,58,94,146],"the":[10,26,49,60,64,89,109,117,128,133,155],"presence":[11],"of":[12,35,63,71,112,120,154],"network":[13,30,72,121],"attacks.":[14],"In":[15],"this":[16],"paper,":[17],"we":[18,141],"propose":[19],"a":[20],"novel":[21],"method":[22],"effectively":[24],"leverage":[25,75],"features":[27,55,77,101],"in":[28,52,139,152],"anomalies,":[31],"named":[32],"FDEn,":[33],"consisting":[34],"flow-based":[36],"Feature":[37],"Derivation":[38],"(FD)":[39],"prior":[41,118],"knowledge":[42,119],"incorporated":[43],"Ensemble":[44],"models":[45],"(En<inf>pk</inf>).":[46],"To":[47,74],"mine":[48],"effective":[50],"information":[51],"features,":[53],"149":[54],"are":[56],"derived":[57],"enrich":[59],"feature":[61],"set":[62,130],"original":[65],"data":[66,114,129],"with":[67],"covering":[68],"more":[69],"characteristics":[70],"traffic.":[73],"these":[76],"effectively,":[78],"an":[79],"ensemble":[80],"model":[81],"En<inf>pk</inf>,":[82],"including":[83],"CatBoost":[84],"XGBoost,":[86],"based":[87],"on":[88,127],"bagging":[90],"strategy":[91],"proposed":[93],"first":[95],"detect":[96],"anomalies":[97],"by":[98,115,132],"combining":[99],"numerical":[100],"categorical":[103],"features.":[104],"And":[105],"then,":[106],"En<inf>pk</inf>":[107],"adjusts":[108],"predicted":[110],"label":[111],"specific":[113],"incorporating":[116],"security.":[122],"We":[123],"conduct":[124],"empirically":[125],"experiments":[126],"provided":[131],"Anomaly":[135],"Detection":[136],"Challenge":[137],"(NADC),":[138],"which":[140],"obtain":[142],"average":[143],"improvement":[144],"up":[145],"61.6%,":[147],"31.7%,":[148],"50.2%,":[149],"45.0%,":[151],"terms":[153],"cost":[156],"score,":[157],"precision,":[158],"recall":[159],"F1-score,":[161],"respectively.":[162]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
