{"id":"https://openalex.org/W3087100893","doi":"https://doi.org/10.1109/tnsm.2020.3024225","title":"Experimental Review of Neural-Based Approaches for Network Intrusion Management","display_name":"Experimental Review of Neural-Based Approaches for Network Intrusion Management","publication_year":2020,"publication_date":"2020-09-15","ids":{"openalex":"https://openalex.org/W3087100893","doi":"https://doi.org/10.1109/tnsm.2020.3024225","mag":"3087100893"},"language":"en","primary_location":{"id":"doi:10.1109/tnsm.2020.3024225","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnsm.2020.3024225","pdf_url":null,"source":{"id":"https://openalex.org/S173527311","display_name":"IEEE Transactions on Network and Service Management","issn_l":"1932-4537","issn":["1932-4537","2373-7379"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Network and Service Management","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2009.09011","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Mario Di Mauro","orcid":"https://orcid.org/0000-0001-6574-2601"},"institutions":[{"id":"https://openalex.org/I131729948","display_name":"University of Salerno","ror":"https://ror.org/0192m2k53","country_code":"IT","type":"education","lineage":["https://openalex.org/I131729948"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Mario Di Mauro","raw_affiliation_strings":["Department of Information and Electrical Engineering and Applied Mathematics, University of Salerno, Fisciano, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Information and Electrical Engineering and Applied Mathematics, University of Salerno, Fisciano, Italy","institution_ids":["https://openalex.org/I131729948"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Giovanni Galatro","orcid":"https://orcid.org/0000-0001-7902-5507"},"institutions":[{"id":"https://openalex.org/I131729948","display_name":"University of Salerno","ror":"https://ror.org/0192m2k53","country_code":"IT","type":"education","lineage":["https://openalex.org/I131729948"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giovanni Galatro","raw_affiliation_strings":["Department of Information and Electrical Engineering and Applied Mathematics, University of Salerno, Fisciano, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Information and Electrical Engineering and Applied Mathematics, University of Salerno, Fisciano, Italy","institution_ids":["https://openalex.org/I131729948"]}]},{"author_position":"last","author":{"id":null,"display_name":"Antonio Liotta","orcid":"https://orcid.org/0000-0002-2773-4421"},"institutions":[{"id":"https://openalex.org/I171543936","display_name":"Free University of Bozen-Bolzano","ror":"https://ror.org/012ajp527","country_code":"IT","type":"education","lineage":["https://openalex.org/I171543936"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Antonio Liotta","raw_affiliation_strings":["Department of Computer Science, Free University of Bozen-Bolzano, Bolzano, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Free University of Bozen-Bolzano, Bolzano, Italy","institution_ids":["https://openalex.org/I171543936"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I131729948"],"apc_list":null,"apc_paid":null,"fwci":8.2544,"has_fulltext":false,"cited_by_count":89,"citation_normalized_percentile":{"value":0.97787483,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"17","issue":"4","first_page":"2480","last_page":"2495"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9372000098228455,"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":0.9372000098228455,"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/T10734","display_name":"Information and Cyber Security","score":0.0035000001080334187,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T12127","display_name":"Software System Performance and Reliability","score":0.002400000113993883,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/intrusion-detection-system","display_name":"Intrusion detection system","score":0.786300003528595},{"id":"https://openalex.org/keywords/network-security","display_name":"Network security","score":0.5223000049591064},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.49050000309944153},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4900999963283539},{"id":"https://openalex.org/keywords/intrusion","display_name":"Intrusion","score":0.4494999945163727},{"id":"https://openalex.org/keywords/intrusion-prevention-system","display_name":"Intrusion prevention system","score":0.4221999943256378},{"id":"https://openalex.org/keywords/network-management","display_name":"Network management","score":0.415800005197525},{"id":"https://openalex.org/keywords/resource-consumption","display_name":"Resource consumption","score":0.39010000228881836}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8637999892234802},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.786300003528595},{"id":"https://openalex.org/C182590292","wikidata":"https://www.wikidata.org/wiki/Q989632","display_name":"Network security","level":2,"score":0.5223000049591064},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.49050000309944153},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4900999963283539},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.451200008392334},{"id":"https://openalex.org/C158251709","wikidata":"https://www.wikidata.org/wiki/Q354025","display_name":"Intrusion","level":2,"score":0.4494999945163727},{"id":"https://openalex.org/C27061796","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion prevention system","level":3,"score":0.4221999943256378},{"id":"https://openalex.org/C129763632","wikidata":"https://www.wikidata.org/wiki/Q1454667","display_name":"Network management","level":2,"score":0.415800005197525},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.41260001063346863},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3959999978542328},{"id":"https://openalex.org/C2777480716","wikidata":"https://www.wikidata.org/wiki/Q23582796","display_name":"Resource consumption","level":2,"score":0.39010000228881836},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.38510000705718994},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3343000113964081},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.3127000033855438},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.2973000109195709},{"id":"https://openalex.org/C50747538","wikidata":"https://www.wikidata.org/wiki/Q7001032","display_name":"Network forensics","level":3,"score":0.2946999967098236},{"id":"https://openalex.org/C83163435","wikidata":"https://www.wikidata.org/wiki/Q3954104","display_name":"Security management","level":2,"score":0.2906000018119812},{"id":"https://openalex.org/C137524506","wikidata":"https://www.wikidata.org/wiki/Q2247688","display_name":"Anomaly-based intrusion detection system","level":3,"score":0.2825999855995178},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.2655999958515167},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.2648000121116638},{"id":"https://openalex.org/C81877898","wikidata":"https://www.wikidata.org/wiki/Q1965787","display_name":"Network monitoring","level":2,"score":0.2605000138282776},{"id":"https://openalex.org/C2776291640","wikidata":"https://www.wikidata.org/wiki/Q2912517","display_name":"Value (mathematics)","level":2,"score":0.25209999084472656}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/tnsm.2020.3024225","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnsm.2020.3024225","pdf_url":null,"source":{"id":"https://openalex.org/S173527311","display_name":"IEEE Transactions on Network and Service Management","issn_l":"1932-4537","issn":["1932-4537","2373-7379"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Network and Service Management","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2009.09011","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2009.09011","pdf_url":"https://arxiv.org/pdf/2009.09011","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:alma.39UBZ_INST:11268088860001241","is_oa":true,"landing_page_url":"https://ieeexplore.ieee.org/document/9197645","pdf_url":null,"source":{"id":"https://openalex.org/S4210197018","display_name":"View","issn_l":"2688-268X","issn":["2688-268X","2688-3988"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"pmh:oai:napier-surface.worktribe.com:2710831","is_oa":false,"landing_page_url":"http://researchrepository.napier.ac.uk/Output/2710831","pdf_url":null,"source":{"id":"https://openalex.org/S4306400544","display_name":"Research Output (Edinburgh Napier University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I251738","host_organization_name":"Edinburgh Napier University","host_organization_lineage":["https://openalex.org/I251738"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Journal Article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2009.09011","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2009.09011","pdf_url":"https://arxiv.org/pdf/2009.09011","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":81,"referenced_works":["https://openalex.org/W1498436455","https://openalex.org/W1982778443","https://openalex.org/W2027753746","https://openalex.org/W2047379279","https://openalex.org/W2051000513","https://openalex.org/W2052516677","https://openalex.org/W2064675550","https://openalex.org/W2076094076","https://openalex.org/W2096118443","https://openalex.org/W2099940443","https://openalex.org/W2147768505","https://openalex.org/W2157331557","https://openalex.org/W2161915111","https://openalex.org/W2296509296","https://openalex.org/W2322707000","https://openalex.org/W2342408547","https://openalex.org/W2501988960","https://openalex.org/W2562218166","https://openalex.org/W2591861165","https://openalex.org/W2734682423","https://openalex.org/W2744338514","https://openalex.org/W2757360506","https://openalex.org/W2762776925","https://openalex.org/W2763168190","https://openalex.org/W2765533176","https://openalex.org/W2778208773","https://openalex.org/W2779598397","https://openalex.org/W2780584094","https://openalex.org/W2786743105","https://openalex.org/W2789828921","https://openalex.org/W2790100928","https://openalex.org/W2794209590","https://openalex.org/W2802251963","https://openalex.org/W2809684781","https://openalex.org/W2810550035","https://openalex.org/W2885565273","https://openalex.org/W2886927786","https://openalex.org/W2888888321","https://openalex.org/W2896556344","https://openalex.org/W2897513444","https://openalex.org/W2897929085","https://openalex.org/W2899634338","https://openalex.org/W2899948414","https://openalex.org/W2902977372","https://openalex.org/W2903719960","https://openalex.org/W2904539465","https://openalex.org/W2907436586","https://openalex.org/W2913330314","https://openalex.org/W2914277884","https://openalex.org/W2914502888","https://openalex.org/W2918854598","https://openalex.org/W2919650678","https://openalex.org/W2919868916","https://openalex.org/W2924126763","https://openalex.org/W2940716932","https://openalex.org/W2942518360","https://openalex.org/W2949965507","https://openalex.org/W2950250245","https://openalex.org/W2951105308","https://openalex.org/W2954879405","https://openalex.org/W2958285686","https://openalex.org/W2962725067","https://openalex.org/W2963748489","https://openalex.org/W2964001215","https://openalex.org/W2965824779","https://openalex.org/W2969928752","https://openalex.org/W2970336199","https://openalex.org/W2979434725","https://openalex.org/W2980115220","https://openalex.org/W2981025625","https://openalex.org/W2987485128","https://openalex.org/W2999613521","https://openalex.org/W3005736896","https://openalex.org/W4231109964","https://openalex.org/W4236709182","https://openalex.org/W4245176872","https://openalex.org/W6631190155","https://openalex.org/W6681025329","https://openalex.org/W6682889407","https://openalex.org/W6686954782","https://openalex.org/W6763515104"],"related_works":["https://openalex.org/W2386387936","https://openalex.org/W2353087224","https://openalex.org/W2388271354","https://openalex.org/W2365498287","https://openalex.org/W55638248","https://openalex.org/W2389099973","https://openalex.org/W1589891904","https://openalex.org/W2944438215","https://openalex.org/W2013504000","https://openalex.org/W2348239129"],"abstract_inverted_index":{"The":[0],"use":[1],"of":[2,28,87,102,169,200],"Machine":[3],"Learning":[4],"(ML)":[5],"techniques":[6,107],"in":[7,17,68],"Intrusion":[8],"Detection":[9],"Systems":[10],"(IDS)":[11],"has":[12],"taken":[13],"a":[14,47,99,134],"prominent":[15,105],"role":[16],"the":[18,25,103,129,167,180,198],"network":[19,65,73,192],"security":[20,188],"management":[21],"field,":[22],"due":[23],"to":[24,61,91,109,178,184],"substantial":[26],"number":[27],"sophisticated":[29],"attacks":[30,44],"that":[31],"often":[32,59],"pass":[33],"undetected":[34],"through":[35,133],"classic":[36],"IDSs.":[37],"These":[38],"are":[39,176,195],"typically":[40],"aimed":[41],"at":[42,51,197],"recognizing":[43],"based":[45],"on":[46],"specific":[48,72],"signature,":[49],"or":[50,115],"detecting":[52],"anomalous":[53],"events.":[54],"However,":[55],"deterministic,":[56],"rule-based":[57],"methods":[58,89],"fail":[60],"differentiate":[62],"particular":[63],"(rarer)":[64],"conditions":[66],"(as":[67],"peak":[69],"traffic":[70],"during":[71],"situations)":[74],"from":[75],"actual":[76],"cyber":[77],"attacks.":[78],"In":[79],"this":[80],"article":[81],"we":[82,96],"provide":[83],"an":[84],"experimental-based":[85],"review":[86],"neural-based":[88,106,201],"applied":[90],"intrusion":[92,110],"detection":[93],"issues.":[94],"Specifically,":[95],"i)":[97],"offer":[98],"complete":[100],"view":[101],"most":[104],"relevant":[108],"detection,":[111],"including":[112,142],"deep-based":[113],"approaches":[114],"weightless":[116],"neural":[117,170],"networks,":[118,171],"which":[119],"feature":[120],"surprising":[121],"outcomes;":[122],"ii)":[123],"evaluate":[124],"novel":[125],"datasets":[126,175],"(updated":[127],"w.r.t.":[128],"obsolete":[130],"KDD99":[131],"set)":[132],"designed-from-scratch":[135],"Python-based":[136],"routine;":[137],"iii)":[138],"perform":[139],"experimental":[140],"analyses":[141],"time":[143],"complexity":[144],"and":[145,148,153,156,162,190],"performance":[146],"(accuracy":[147],"F-measure),":[149],"considering":[150],"both":[151],"single-class":[152],"multi-class":[154],"problems,":[155],"identifying":[157],"trade-offs":[158],"between":[159],"resource":[160],"consumption":[161],"performance.":[163],"Our":[164],"evaluation":[165],"quantifies":[166],"value":[168],"particularly":[172],"when":[173],"state-of-the-art":[174],"used":[177],"train":[179],"models.":[181],"This":[182],"leads":[183],"interesting":[185],"guidelines":[186],"for":[187],"managers":[189],"computer":[191],"practitioners":[193],"who":[194],"looking":[196],"incorporation":[199],"ML":[202],"into":[203],"IDS.":[204]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":24},{"year":2023,"cited_by_count":18},{"year":2022,"cited_by_count":23},{"year":2021,"cited_by_count":10}],"updated_date":"2026-04-01T17:29:45.350535","created_date":"2020-09-25T00:00:00"}
