{"id":"https://openalex.org/W3164999323","doi":"https://doi.org/10.1186/s40537-021-00448-4","title":"Intrusion detection systems using long short-term memory (LSTM)","display_name":"Intrusion detection systems using long short-term memory (LSTM)","publication_year":2021,"publication_date":"2021-05-07","ids":{"openalex":"https://openalex.org/W3164999323","doi":"https://doi.org/10.1186/s40537-021-00448-4","mag":"3164999323"},"language":"en","primary_location":{"id":"doi:10.1186/s40537-021-00448-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-021-00448-4","pdf_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-021-00448-4","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"is_oa":true,"is_in_doaj":true,"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Big Data","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-021-00448-4","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5000237563","display_name":"FatimaEzzahra Laghrissi","orcid":"https://orcid.org/0000-0002-6490-3677"},"institutions":[{"id":"https://openalex.org/I99297268","display_name":"University of Hassan II Casablanca","ror":"https://ror.org/001q4kn48","country_code":"MA","type":"education","lineage":["https://openalex.org/I99297268"]}],"countries":["MA"],"is_corresponding":true,"raw_author_name":"FatimaEzzahra Laghrissi","raw_affiliation_strings":["FSTM, University Hassan II, Casablanca, Morocco"],"raw_orcid":"https://orcid.org/0000-0002-6490-3677","affiliations":[{"raw_affiliation_string":"FSTM, University Hassan II, Casablanca, Morocco","institution_ids":["https://openalex.org/I99297268"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024601930","display_name":"Samira Douzi","orcid":"https://orcid.org/0000-0001-8240-660X"},"institutions":[{"id":"https://openalex.org/I126477371","display_name":"Mohammed V University","ror":"https://ror.org/00r8w8f84","country_code":"MA","type":"education","lineage":["https://openalex.org/I126477371"]}],"countries":["MA"],"is_corresponding":true,"raw_author_name":"Samira Douzi","raw_affiliation_strings":["FMPR, University Mohammed V, Rabat, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"FMPR, University Mohammed V, Rabat, Morocco","institution_ids":["https://openalex.org/I126477371"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029130476","display_name":"Khadija Douzi","orcid":null},"institutions":[{"id":"https://openalex.org/I99297268","display_name":"University of Hassan II Casablanca","ror":"https://ror.org/001q4kn48","country_code":"MA","type":"education","lineage":["https://openalex.org/I99297268"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Khadija Douzi","raw_affiliation_strings":["FSTM, University Hassan II, Casablanca, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"FSTM, University Hassan II, Casablanca, Morocco","institution_ids":["https://openalex.org/I99297268"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005836158","display_name":"Badr Hssina","orcid":null},"institutions":[{"id":"https://openalex.org/I99297268","display_name":"University of Hassan II Casablanca","ror":"https://ror.org/001q4kn48","country_code":"MA","type":"education","lineage":["https://openalex.org/I99297268"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Badr Hssina","raw_affiliation_strings":["FSTM, University Hassan II, Casablanca, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"FSTM, University Hassan II, Casablanca, Morocco","institution_ids":["https://openalex.org/I99297268"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5000237563","https://openalex.org/A5024601930"],"corresponding_institution_ids":["https://openalex.org/I126477371","https://openalex.org/I99297268"],"apc_list":{"value":1060,"currency":"GBP","value_usd":1300},"apc_paid":{"value":1060,"currency":"GBP","value_usd":1300},"fwci":26.7413,"has_fulltext":true,"cited_by_count":280,"citation_normalized_percentile":{"value":0.99833809,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":100},"biblio":{"volume":"8","issue":"1","first_page":null,"last_page":null},"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":0.9973999857902527,"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":0.9965999722480774,"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":0.8615705966949463},{"id":"https://openalex.org/keywords/intrusion-detection-system","display_name":"Intrusion detection system","score":0.8082728385925293},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.7086813449859619},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5939414501190186},{"id":"https://openalex.org/keywords/dimensionality-reduction","display_name":"Dimensionality reduction","score":0.5899962186813354},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.5802595615386963},{"id":"https://openalex.org/keywords/long-short-term-memory","display_name":"Long short term memory","score":0.5701756477355957},{"id":"https://openalex.org/keywords/principal-component-analysis","display_name":"Principal component analysis","score":0.5281605124473572},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.520685076713562},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4924643933773041},{"id":"https://openalex.org/keywords/host","display_name":"Host (biology)","score":0.4625816345214844},{"id":"https://openalex.org/keywords/term","display_name":"Term (time)","score":0.45281898975372314},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.44030120968818665},{"id":"https://openalex.org/keywords/network-security","display_name":"Network security","score":0.4301513433456421},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.41626033186912537},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.3540489077568054},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.12703189253807068},{"id":"https://openalex.org/keywords/recurrent-neural-network","display_name":"Recurrent neural network","score":0.11997869610786438},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.09524604678153992}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8615705966949463},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.8082728385925293},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.7086813449859619},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5939414501190186},{"id":"https://openalex.org/C70518039","wikidata":"https://www.wikidata.org/wiki/Q16000077","display_name":"Dimensionality reduction","level":2,"score":0.5899962186813354},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.5802595615386963},{"id":"https://openalex.org/C133488467","wikidata":"https://www.wikidata.org/wiki/Q6673524","display_name":"Long short term memory","level":4,"score":0.5701756477355957},{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.5281605124473572},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.520685076713562},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4924643933773041},{"id":"https://openalex.org/C126831891","wikidata":"https://www.wikidata.org/wiki/Q221673","display_name":"Host (biology)","level":2,"score":0.4625816345214844},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.45281898975372314},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.44030120968818665},{"id":"https://openalex.org/C182590292","wikidata":"https://www.wikidata.org/wiki/Q989632","display_name":"Network security","level":2,"score":0.4301513433456421},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.41626033186912537},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3540489077568054},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.12703189253807068},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.11997869610786438},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.09524604678153992},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1186/s40537-021-00448-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-021-00448-4","pdf_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-021-00448-4","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"is_oa":true,"is_in_doaj":true,"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Big Data","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:8198f0b4006d4c6a94edaca84cc5f737","is_oa":true,"landing_page_url":"https://doaj.org/article/8198f0b4006d4c6a94edaca84cc5f737","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Big Data, Vol 8, Iss 1, Pp 1-16 (2021)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s40537-021-00448-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-021-00448-4","pdf_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-021-00448-4","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"is_oa":true,"is_in_doaj":true,"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Big Data","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.7900000214576721}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3164999323.pdf","grobid_xml":"https://content.openalex.org/works/W3164999323.grobid-xml"},"referenced_works_count":26,"referenced_works":["https://openalex.org/W1772700132","https://openalex.org/W1811853421","https://openalex.org/W2064675550","https://openalex.org/W2118476648","https://openalex.org/W2150847526","https://openalex.org/W2335999708","https://openalex.org/W2340896621","https://openalex.org/W2399941526","https://openalex.org/W2414564754","https://openalex.org/W2531448500","https://openalex.org/W2755127673","https://openalex.org/W2766882809","https://openalex.org/W2893053704","https://openalex.org/W2902779289","https://openalex.org/W2903051301","https://openalex.org/W2918854598","https://openalex.org/W2948384692","https://openalex.org/W2958489519","https://openalex.org/W3004777721","https://openalex.org/W3005630930","https://openalex.org/W3007394313","https://openalex.org/W3009939354","https://openalex.org/W3011203842","https://openalex.org/W3021219025","https://openalex.org/W3025485993","https://openalex.org/W4300906944"],"related_works":["https://openalex.org/W2012491005","https://openalex.org/W2768225681","https://openalex.org/W2108104958","https://openalex.org/W2217592955","https://openalex.org/W2128167806","https://openalex.org/W4224294743","https://openalex.org/W4225265637","https://openalex.org/W4246071138","https://openalex.org/W2164795173","https://openalex.org/W4220658398"],"abstract_inverted_index":{"Abstract":[0],"An":[1],"intrusion":[2,40,47,73],"detection":[3,41,48,74],"system":[4,28,42,49],"(IDS)":[5],"is":[6],"a":[7,14,24,27,30,120],"device":[8],"or":[9,19,26,33,44,61],"software":[10],"application":[11],"that":[12,130],"monitors":[13],"network":[15,25],"for":[16,29,56,89,139],"malicious":[17],"activity":[18,32],"policy":[20],"violations.":[21],"It":[22],"scans":[23],"harmful":[31],"security":[34],"breaching.":[35],"IDS":[36],"protects":[37],"networks":[38],"(Network-based":[39],"NIDS)":[43],"hosts":[45],"(Host-based":[46],"HIDS),":[50],"and":[51,102,111,125,141,146],"work":[52],"by":[53],"either":[54],"looking":[55],"signatures":[57],"of":[58],"known":[59],"attacks":[60,91],"deviations":[62],"from":[63],"normal":[64],"activity.":[65],"Deep":[66],"learning":[67,79,87],"algorithms":[68],"proved":[69],"their":[70],"effectiveness":[71],"in":[72,143],"compared":[75],"to":[76],"other":[77],"machine":[78],"methods.":[80],"In":[81],"this":[82],"paper,":[83],"we":[84],"implemented":[85],"deep":[86],"solutions":[88],"detecting":[90],"based":[92,132],"on":[93,119,133],"Long":[94],"Short-Term":[95],"Memory":[96],"(LSTM).":[97],"PCA":[98,134],"(principal":[99],"component":[100],"analysis)":[101],"Mutual":[103],"information":[104],"(MI)":[105],"are":[106],"used":[107],"as":[108],"dimensionality":[109],"reduction":[110],"feature":[112],"selection":[113],"techniques.":[114],"Our":[115],"approach":[116],"was":[117],"tested":[118],"benchmark":[121],"data":[122],"set,":[123],"KDD99,":[124],"the":[126,136],"experimental":[127],"outcomes":[128],"show":[129],"models":[131],"achieve":[135],"best":[137],"accuracy":[138],"training":[140],"testing,":[142],"both":[144],"binary":[145],"multiclass":[147],"classification.":[148]},"counts_by_year":[{"year":2026,"cited_by_count":18},{"year":2025,"cited_by_count":95},{"year":2024,"cited_by_count":88},{"year":2023,"cited_by_count":58},{"year":2022,"cited_by_count":18},{"year":2021,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
