{"id":"https://openalex.org/W2945592170","doi":"https://doi.org/10.1145/3320326.3320394","title":"Smart Approach to Build A Deep Neural Network Based IDS for Cloud Environment Using an Optimized Genetic Algorithm","display_name":"Smart Approach to Build A Deep Neural Network Based IDS for Cloud Environment Using an Optimized Genetic Algorithm","publication_year":2019,"publication_date":"2019-03-27","ids":{"openalex":"https://openalex.org/W2945592170","doi":"https://doi.org/10.1145/3320326.3320394","mag":"2945592170"},"language":"en","primary_location":{"id":"doi:10.1145/3320326.3320394","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3320326.3320394","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2nd International Conference on Networking, Information Systems & Security","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/A5040097612","display_name":"Zouhair Chiba","orcid":"https://orcid.org/0000-0002-6200-0087"},"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":"Zouhair Chiba","raw_affiliation_strings":["LIMSAD Labs, Hassan II University of Casablanca, Casablanca, Morocco"],"affiliations":[{"raw_affiliation_string":"LIMSAD Labs, Hassan II University of Casablanca, Casablanca, Morocco","institution_ids":["https://openalex.org/I99297268"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032038935","display_name":"Noreddine Abghour","orcid":"https://orcid.org/0000-0002-8429-6712"},"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":"Noreddine Abghour","raw_affiliation_strings":["LIMSAD Labs, Hassan II University of Casablanca, Casablanca, Morocco"],"affiliations":[{"raw_affiliation_string":"LIMSAD Labs, Hassan II University of Casablanca, Casablanca, Morocco","institution_ids":["https://openalex.org/I99297268"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010907886","display_name":"Khalid Moussaid","orcid":"https://orcid.org/0000-0002-7542-9640"},"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":"Khalid Moussaid","raw_affiliation_strings":["LIMSAD Labs, Hassan II University of Casablanca, Casablanca, Morocco"],"affiliations":[{"raw_affiliation_string":"LIMSAD Labs, Hassan II University of Casablanca, Casablanca, Morocco","institution_ids":["https://openalex.org/I99297268"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112116285","display_name":"Amina El Omri","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":"Amina El Omri","raw_affiliation_strings":["LIMSAD Labs, Hassan II University of Casablanca, Casablanca, Morocco"],"affiliations":[{"raw_affiliation_string":"LIMSAD Labs, Hassan II University of Casablanca, Casablanca, Morocco","institution_ids":["https://openalex.org/I99297268"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086156614","display_name":"Mohamed Rida","orcid":"https://orcid.org/0000-0002-4964-4347"},"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":"Mohamed Rida","raw_affiliation_strings":["LIMSAD Labs, Hassan II University of Casablanca, Casablanca, Morocco"],"affiliations":[{"raw_affiliation_string":"LIMSAD Labs, Hassan II University of Casablanca, Casablanca, Morocco","institution_ids":["https://openalex.org/I99297268"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5040097612"],"corresponding_institution_ids":["https://openalex.org/I99297268"],"apc_list":null,"apc_paid":null,"fwci":0.8842,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.76067073,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"12"},"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9979000091552734,"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/cloud-computing","display_name":"Cloud computing","score":0.8349975347518921},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8135234117507935},{"id":"https://openalex.org/keywords/upload","display_name":"Upload","score":0.6490530967712402},{"id":"https://openalex.org/keywords/intrusion-detection-system","display_name":"Intrusion detection system","score":0.5381117463111877},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.46140921115875244},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.45499759912490845},{"id":"https://openalex.org/keywords/fitness-function","display_name":"Fitness function","score":0.4510771334171295},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4303201138973236},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.37689879536628723},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3639722466468811},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.35164475440979004},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.32937318086624146}],"concepts":[{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.8349975347518921},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8135234117507935},{"id":"https://openalex.org/C71901391","wikidata":"https://www.wikidata.org/wiki/Q7126699","display_name":"Upload","level":2,"score":0.6490530967712402},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.5381117463111877},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.46140921115875244},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.45499759912490845},{"id":"https://openalex.org/C176066374","wikidata":"https://www.wikidata.org/wiki/Q629118","display_name":"Fitness function","level":3,"score":0.4510771334171295},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4303201138973236},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.37689879536628723},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3639722466468811},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.35164475440979004},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.32937318086624146},{"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:10.1145/3320326.3320394","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3320326.3320394","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2nd International Conference on Networking, Information Systems & Security","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4099999964237213,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":38,"referenced_works":["https://openalex.org/W1196375415","https://openalex.org/W2005430048","https://openalex.org/W2029319620","https://openalex.org/W2110916815","https://openalex.org/W2163605009","https://openalex.org/W2170505850","https://openalex.org/W2238003663","https://openalex.org/W2275530856","https://openalex.org/W2284098035","https://openalex.org/W2343124818","https://openalex.org/W2365795845","https://openalex.org/W2507351359","https://openalex.org/W2545263909","https://openalex.org/W2564857486","https://openalex.org/W2597441556","https://openalex.org/W2618530766","https://openalex.org/W2619690290","https://openalex.org/W2621245313","https://openalex.org/W2756940441","https://openalex.org/W2757421369","https://openalex.org/W2770936995","https://openalex.org/W2776386477","https://openalex.org/W2778138790","https://openalex.org/W2782815793","https://openalex.org/W2783400907","https://openalex.org/W2789828921","https://openalex.org/W2790583291","https://openalex.org/W2791756253","https://openalex.org/W2803217416","https://openalex.org/W2883511931","https://openalex.org/W2904250082","https://openalex.org/W2909314593","https://openalex.org/W2942820808","https://openalex.org/W2966870745","https://openalex.org/W2969863169","https://openalex.org/W4285739250","https://openalex.org/W4377007835","https://openalex.org/W6704217857"],"related_works":["https://openalex.org/W2106492215","https://openalex.org/W2326694407","https://openalex.org/W2082859007","https://openalex.org/W2164831575","https://openalex.org/W2378719652","https://openalex.org/W2115729582","https://openalex.org/W2094658154","https://openalex.org/W2370837632","https://openalex.org/W2353187647","https://openalex.org/W4286340544"],"abstract_inverted_index":{"In":[0,129],"recent":[1],"years":[2],"cloud":[3,56,72,127],"computing":[4,18],"has":[5,22],"revolutionized":[6],"the":[7,126,188,199],"IT":[8],"world":[9],"with":[10,121],"rapidly":[11],"emerging":[12],"and":[13,20,29,53,66,80,88,93,118,164,174,224,234],"widely":[14],"accepted":[15],"paradigm":[16],"for":[17],"systems,":[19],"it":[21,103],"become":[23],"popular":[24],"among":[25],"users":[26],"in":[27,125,184,202],"organizations":[28,33],"companies.":[30],"Nowadays,":[31],"numerous":[32],"have":[34,74],"begun":[35],"to":[36,51,68,106,114,143,181,186],"upload":[37],"their":[38],"massive":[39],"amount":[40],"of":[41,78,96,194,198,204,218],"prominent":[42],"data":[43,50,215],"into":[44],"public":[45,55],"cloud.":[46],"Nevertheless,":[47],"uploading":[48],"sensitive":[49],"open":[52],"distributed":[54],"storage":[57],"services":[58,73,89],"poses":[59],"security":[60],"risks":[61],"such":[62],"as":[63],"availability,":[64],"confidentiality":[65],"integrity":[67],"organizations.":[69],"Moreover,":[70],"non-stop":[71],"caused":[75],"high":[76,122,229,232],"levels":[77],"intrusion":[79],"abuse.":[81],"Thereby,":[82],"protecting":[83],"network":[84],"accessible":[85],"Cloud":[86],"resources":[87],"from":[90],"various":[91],"threats":[92],"attacks":[94],"is":[95,104,156],"great":[97],"concern.":[98],"To":[99],"address":[100],"this":[101,130],"issue,":[102],"imperative":[105],"develop":[107],"a":[108,134,145],"powerful":[109],"Network":[110,148],"Intrusion":[111],"System":[112],"(NIDS)":[113],"detect":[115],"both":[116],"outsider":[117],"insider":[119],"intruders":[120],"detection":[123,230],"precision":[124],"environment.":[128],"work,":[131],"we":[132],"propose":[133],"smart":[135],"approach":[136,179],"using":[137],"an":[138],"Improved":[139],"Genetic":[140,153],"Algorithm":[141,154],"(IGA)":[142],"build":[144],"Deep":[146],"Neural":[147],"(DNN)":[149],"based":[150,206],"anomaly":[151],"NIDS.":[152],"(GA)":[155],"improved":[157],"through":[158],"optimization":[159],"strategies,":[160],"namely":[161],"Parallel":[162],"Processing":[163],"Fitness":[165],"Value":[166],"Hashing,":[167],"which":[168,227],"reduce":[169],"execution":[170],"time,":[171],"convergence":[172],"time":[173],"save":[175],"processing":[176],"power.":[177],"Our":[178],"consists":[180],"use":[182],"IGA":[183],"order":[185],"search":[187],"optimal":[189,192],"or":[190,208],"near":[191],"combination":[193],"most":[195],"relevant":[196],"values":[197],"parameters":[200],"included":[201],"construction":[203],"DNN":[205],"IDS":[207],"impacting":[209],"its":[210],"performance,":[211],"like":[212],"feature":[213],"selection,":[214],"normalization,":[216],"architecture":[217],"DNN,":[219],"activation":[220],"function,":[221],"learning":[222],"rate":[223],"Momentum":[225],"term,":[226],"ensure":[228],"rate,":[231],"accuracy":[233],"low":[235],"false":[236],"alarm":[237],"rate.":[238]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}