{"id":"https://openalex.org/W3214299919","doi":"https://doi.org/10.1109/wf-iot51360.2021.9596033","title":"A Deep LSTM based Approach for Intrusion Detection IoT Devices Network in Smart Home","display_name":"A Deep LSTM based Approach for Intrusion Detection IoT Devices Network in Smart Home","publication_year":2021,"publication_date":"2021-06-14","ids":{"openalex":"https://openalex.org/W3214299919","doi":"https://doi.org/10.1109/wf-iot51360.2021.9596033","mag":"3214299919"},"language":"en","primary_location":{"id":"doi:10.1109/wf-iot51360.2021.9596033","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wf-iot51360.2021.9596033","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE 7th World Forum on Internet of Things (WF-IoT)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5032575593","display_name":"Sylvia Worlali Azumah","orcid":null},"institutions":[{"id":"https://openalex.org/I63135867","display_name":"University of Cincinnati","ror":"https://ror.org/01e3m7079","country_code":"US","type":"education","lineage":["https://openalex.org/I63135867"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sylvia Worlali Azumah","raw_affiliation_strings":["School of Information Technology, University of Cincinnati, Cincinnati, Ohio, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Technology, University of Cincinnati, Cincinnati, Ohio, United States","institution_ids":["https://openalex.org/I63135867"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068710183","display_name":"Zag ElSayed","orcid":"https://orcid.org/0000-0001-9094-1469"},"institutions":[{"id":"https://openalex.org/I63135867","display_name":"University of Cincinnati","ror":"https://ror.org/01e3m7079","country_code":"US","type":"education","lineage":["https://openalex.org/I63135867"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nelly Elsayed","raw_affiliation_strings":["School of Information Technology, University of Cincinnati, Cincinnati, Ohio, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Technology, University of Cincinnati, Cincinnati, Ohio, United States","institution_ids":["https://openalex.org/I63135867"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027696262","display_name":"Victor Adewopo","orcid":"https://orcid.org/0000-0002-1700-5241"},"institutions":[{"id":"https://openalex.org/I63135867","display_name":"University of Cincinnati","ror":"https://ror.org/01e3m7079","country_code":"US","type":"education","lineage":["https://openalex.org/I63135867"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Victor Adewopo","raw_affiliation_strings":["School of Information Technology, University of Cincinnati, Cincinnati, Ohio, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Technology, University of Cincinnati, Cincinnati, Ohio, United States","institution_ids":["https://openalex.org/I63135867"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108127985","display_name":"Zaghloul Saad Zaghloul","orcid":null},"institutions":[{"id":"https://openalex.org/I63135867","display_name":"University of Cincinnati","ror":"https://ror.org/01e3m7079","country_code":"US","type":"education","lineage":["https://openalex.org/I63135867"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zaghloul Saad Zaghloul","raw_affiliation_strings":["School of Information Technology, University of Cincinnati, Cincinnati, Ohio, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Technology, University of Cincinnati, Cincinnati, Ohio, United States","institution_ids":["https://openalex.org/I63135867"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100324621","display_name":"Chengcheng Li","orcid":"https://orcid.org/0000-0003-2945-0462"},"institutions":[{"id":"https://openalex.org/I63135867","display_name":"University of Cincinnati","ror":"https://ror.org/01e3m7079","country_code":"US","type":"education","lineage":["https://openalex.org/I63135867"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chengcheng Li","raw_affiliation_strings":["School of Information Technology, University of Cincinnati, Cincinnati, Ohio, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Technology, University of Cincinnati, Cincinnati, Ohio, United States","institution_ids":["https://openalex.org/I63135867"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I63135867"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":45,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"836","last_page":"841"},"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":0.9991999864578247,"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9970999956130981,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7695848941802979},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.7454171776771545},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.7255874872207642},{"id":"https://openalex.org/keywords/intrusion-detection-system","display_name":"Intrusion detection system","score":0.6191349029541016},{"id":"https://openalex.org/keywords/home-automation","display_name":"Home automation","score":0.5792944431304932},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.5306823253631592},{"id":"https://openalex.org/keywords/outlier","display_name":"Outlier","score":0.46504154801368713},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.46468544006347656},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.46230900287628174},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.44461140036582947},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.21537554264068604},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.21033942699432373},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.145533949136734}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7695848941802979},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.7454171776771545},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.7255874872207642},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.6191349029541016},{"id":"https://openalex.org/C507571656","wikidata":"https://www.wikidata.org/wiki/Q848436","display_name":"Home automation","level":2,"score":0.5792944431304932},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.5306823253631592},{"id":"https://openalex.org/C79337645","wikidata":"https://www.wikidata.org/wiki/Q779824","display_name":"Outlier","level":2,"score":0.46504154801368713},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.46468544006347656},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.46230900287628174},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.44461140036582947},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.21537554264068604},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.21033942699432373},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.145533949136734},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/wf-iot51360.2021.9596033","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wf-iot51360.2021.9596033","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE 7th World Forum on Internet of Things (WF-IoT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":44,"referenced_works":["https://openalex.org/W1755227063","https://openalex.org/W2064675550","https://openalex.org/W2099940443","https://openalex.org/W2117130368","https://openalex.org/W2122646361","https://openalex.org/W2130942839","https://openalex.org/W2293634267","https://openalex.org/W2576201845","https://openalex.org/W2614851820","https://openalex.org/W2618169116","https://openalex.org/W2624385633","https://openalex.org/W2742947407","https://openalex.org/W2749806099","https://openalex.org/W2786075294","https://openalex.org/W2786337055","https://openalex.org/W2789828921","https://openalex.org/W2790436343","https://openalex.org/W2791879367","https://openalex.org/W2801118360","https://openalex.org/W2884001105","https://openalex.org/W2892035503","https://openalex.org/W2897298524","https://openalex.org/W2898791292","https://openalex.org/W2902106343","https://openalex.org/W2904388869","https://openalex.org/W2905589130","https://openalex.org/W2915893085","https://openalex.org/W2921019731","https://openalex.org/W2951694401","https://openalex.org/W2955182473","https://openalex.org/W2963402657","https://openalex.org/W3015246755","https://openalex.org/W3082819946","https://openalex.org/W3158600136","https://openalex.org/W3159754263","https://openalex.org/W3184428046","https://openalex.org/W4295011194","https://openalex.org/W6679436768","https://openalex.org/W6712884540","https://openalex.org/W6732475852","https://openalex.org/W6738039166","https://openalex.org/W6756555459","https://openalex.org/W6756787618","https://openalex.org/W6795013693"],"related_works":["https://openalex.org/W4309085443","https://openalex.org/W2618984630","https://openalex.org/W3111735654","https://openalex.org/W3183437131","https://openalex.org/W4313484954","https://openalex.org/W4212986808","https://openalex.org/W4205543962","https://openalex.org/W3215059392","https://openalex.org/W3161919951","https://openalex.org/W2946173424"],"abstract_inverted_index":{"The":[0,123],"technological":[1],"advancement":[2],"of":[3,6,60,68],"the":[4,31,39,49,58,140],"Internet":[5],"Things":[7],"(IoT)":[8],"devices":[9,29,37,54,70,108],"in":[10,87,149],"our":[11],"world":[12],"today":[13],"has":[14,21],"become":[15],"beneficial":[16],"to":[17,33,35,41,51,73,82,100,139],"many":[18],"users":[19],"but":[20],"security":[22],"issues":[23],"that":[24,65],"are":[25,71],"left":[26],"unattended.":[27],"IoT":[28,69,106,119,147],"have":[30],"ability":[32],"connect":[34],"other":[36],"on":[38,103,128],"internet":[40],"transmit":[42],"and":[43,109],"share":[44],"data":[45],"from":[46],"anywhere.":[47],"Hence,":[48],"need":[50],"secure":[52],"these":[53,84],"as":[55,113],"they":[56,114],"improve":[57],"quality":[59],"life":[61],"comfort.":[62],"Research":[63],"shows":[64],"about":[66],"70%":[67],"easy":[72],"hack.":[74],"Therefore,":[75],"an":[76],"efficient":[77],"mechanism":[78],"is":[79,126],"highly":[80],"needed":[81],"safeguard":[83],"devices,":[85],"especially":[86],"smart":[88,104,150],"homes.":[89,151],"This":[90],"paper":[91],"proposes":[92],"a":[93,134],"novel":[94],"deep":[95],"learning-based":[96],"anomaly":[97,143],"detection":[98,144],"approach":[99],"predict":[101],"cyberattacks":[102],"home":[105],"network":[107,120],"learn":[110],"new":[111],"outliers":[112],"occur":[115],"over":[116],"time":[117],"using":[118],"intrusion":[121],"datasets.":[122],"proposed":[124],"model":[125],"based":[127],"long-term":[129],"memory":[130],"architecture,":[131],"which":[132],"achieves":[133],"significant":[135],"accuracy":[136],"improvement":[137],"compared":[138],"existing":[141],"state-of-the-art":[142],"models":[145],"for":[146],"networks":[148]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":16},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
