{"id":"https://openalex.org/W4407628290","doi":"https://doi.org/10.1109/acit62805.2024.10876988","title":"Unveiling Android Malware: A Deep Learning Perspective Using RNN and LSTM","display_name":"Unveiling Android Malware: A Deep Learning Perspective Using RNN and LSTM","publication_year":2024,"publication_date":"2024-12-10","ids":{"openalex":"https://openalex.org/W4407628290","doi":"https://doi.org/10.1109/acit62805.2024.10876988"},"language":"en","primary_location":{"id":"doi:10.1109/acit62805.2024.10876988","is_oa":false,"landing_page_url":"https://doi.org/10.1109/acit62805.2024.10876988","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 25th International Arab Conference on Information Technology (ACIT)","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/A5086045881","display_name":"Abdullah Alqammaz","orcid":null},"institutions":[{"id":"https://openalex.org/I153687341","display_name":"Zarqa University","ror":"https://ror.org/01wf1es90","country_code":"JO","type":"education","lineage":["https://openalex.org/I153687341"]}],"countries":["JO"],"is_corresponding":true,"raw_author_name":"Abdullah Alqammaz","raw_affiliation_strings":["Zarqa University,Cyber Security Department,AzZarqa,Jordan"],"affiliations":[{"raw_affiliation_string":"Zarqa University,Cyber Security Department,AzZarqa,Jordan","institution_ids":["https://openalex.org/I153687341"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080292859","display_name":"Mohammad Rasmi Al-Mousa","orcid":"https://orcid.org/0000-0002-5176-0910"},"institutions":[{"id":"https://openalex.org/I153687341","display_name":"Zarqa University","ror":"https://ror.org/01wf1es90","country_code":"JO","type":"education","lineage":["https://openalex.org/I153687341"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Mohammad Rasmi Al-Mousa","raw_affiliation_strings":["Zarqa University,Cyber Security Department,AzZarqa,Jordan"],"affiliations":[{"raw_affiliation_string":"Zarqa University,Cyber Security Department,AzZarqa,Jordan","institution_ids":["https://openalex.org/I153687341"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032455135","display_name":"Abbu Zaid","orcid":"https://orcid.org/0000-0002-2090-0212"},"institutions":[{"id":"https://openalex.org/I153687341","display_name":"Zarqa University","ror":"https://ror.org/01wf1es90","country_code":"JO","type":"education","lineage":["https://openalex.org/I153687341"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Ali Abu Zaid","raw_affiliation_strings":["Zarqa University,Cyber Security Department,AzZarqa,Jordan"],"affiliations":[{"raw_affiliation_string":"Zarqa University,Cyber Security Department,AzZarqa,Jordan","institution_ids":["https://openalex.org/I153687341"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079544101","display_name":"Mahmoud Rajallah Asassfeh","orcid":null},"institutions":[{"id":"https://openalex.org/I153687341","display_name":"Zarqa University","ror":"https://ror.org/01wf1es90","country_code":"JO","type":"education","lineage":["https://openalex.org/I153687341"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Mahmoud Asassfeh","raw_affiliation_strings":["Zarqa University,Cyber Security Department,AzZarqa,Jordan"],"affiliations":[{"raw_affiliation_string":"Zarqa University,Cyber Security Department,AzZarqa,Jordan","institution_ids":["https://openalex.org/I153687341"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011746325","display_name":"Moheeb Abu Rajab","orcid":null},"institutions":[{"id":"https://openalex.org/I27768575","display_name":"University of Anbar","ror":"https://ror.org/055a6gk50","country_code":"IQ","type":"education","lineage":["https://openalex.org/I27768575"]}],"countries":["IQ"],"is_corresponding":false,"raw_author_name":"Mohammad Abdulrazzaq Rajab","raw_affiliation_strings":["University of Anbar,Computer Science Department,Anbar,Iraq"],"affiliations":[{"raw_affiliation_string":"University of Anbar,Computer Science Department,Anbar,Iraq","institution_ids":["https://openalex.org/I27768575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018006429","display_name":"Sherien Dajah","orcid":null},"institutions":[{"id":"https://openalex.org/I3132651366","display_name":"World Islamic Sciences and Education University","ror":"https://ror.org/051mkwn17","country_code":"JO","type":"education","lineage":["https://openalex.org/I3132651366"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Sherien Dajah","raw_affiliation_strings":["The World Islamic Sciences & Education University,Management Department,Amman,Jordan"],"affiliations":[{"raw_affiliation_string":"The World Islamic Sciences & Education University,Management Department,Amman,Jordan","institution_ids":["https://openalex.org/I3132651366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071094883","display_name":"Abdulla Al\u2010Ali","orcid":"https://orcid.org/0000-0002-3527-2554"},"institutions":[{"id":"https://openalex.org/I153687341","display_name":"Zarqa University","ror":"https://ror.org/01wf1es90","country_code":"JO","type":"education","lineage":["https://openalex.org/I153687341"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Abdulla M F Alali","raw_affiliation_strings":["Zarqa University,Computer Scince Department,AzZarqa,Jordan"],"affiliations":[{"raw_affiliation_string":"Zarqa University,Computer Scince Department,AzZarqa,Jordan","institution_ids":["https://openalex.org/I153687341"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021212267","display_name":"Mohammed Khouj","orcid":null},"institutions":[{"id":"https://openalex.org/I4210165529","display_name":"University of Business and Technology","ror":"https://ror.org/05tcr1n44","country_code":"SA","type":"education","lineage":["https://openalex.org/I4210165529"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Mohammed Khouj","raw_affiliation_strings":["University of Business and Technology,Electrical Engineering Department,Jeddah,Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"University of Business and Technology,Electrical Engineering Department,Jeddah,Saudi Arabia","institution_ids":["https://openalex.org/I4210165529"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5086045881"],"corresponding_institution_ids":["https://openalex.org/I153687341"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.31314916,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9997000098228455,"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"}},"topics":[{"id":"https://openalex.org/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9997000098228455,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9824000000953674,"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/T12034","display_name":"Digital and Cyber Forensics","score":0.9746000170707703,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7734586000442505},{"id":"https://openalex.org/keywords/recurrent-neural-network","display_name":"Recurrent neural network","score":0.7733335494995117},{"id":"https://openalex.org/keywords/android-malware","display_name":"Android malware","score":0.7209349870681763},{"id":"https://openalex.org/keywords/malware","display_name":"Malware","score":0.6784278750419617},{"id":"https://openalex.org/keywords/android","display_name":"Android (operating system)","score":0.6201991438865662},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6125178933143616},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.517493486404419},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5114742517471313},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4659235179424286},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.28677862882614136},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.2121647596359253},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.14550894498825073}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7734586000442505},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.7733335494995117},{"id":"https://openalex.org/C2989133298","wikidata":"https://www.wikidata.org/wiki/Q94","display_name":"Android malware","level":3,"score":0.7209349870681763},{"id":"https://openalex.org/C541664917","wikidata":"https://www.wikidata.org/wiki/Q14001","display_name":"Malware","level":2,"score":0.6784278750419617},{"id":"https://openalex.org/C557433098","wikidata":"https://www.wikidata.org/wiki/Q94","display_name":"Android (operating system)","level":2,"score":0.6201991438865662},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6125178933143616},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.517493486404419},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5114742517471313},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4659235179424286},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.28677862882614136},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.2121647596359253},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.14550894498825073}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/acit62805.2024.10876988","is_oa":false,"landing_page_url":"https://doi.org/10.1109/acit62805.2024.10876988","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 25th International Arab Conference on Information Technology (ACIT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W2002478203","https://openalex.org/W2077278164","https://openalex.org/W2901922204","https://openalex.org/W2986232939","https://openalex.org/W3042454706","https://openalex.org/W3120945926","https://openalex.org/W3135293455","https://openalex.org/W3159337037","https://openalex.org/W4206406691","https://openalex.org/W4224215031","https://openalex.org/W4226353124","https://openalex.org/W4285188250","https://openalex.org/W4312290548","https://openalex.org/W4323021903","https://openalex.org/W4386068584","https://openalex.org/W4392905543","https://openalex.org/W6797607759"],"related_works":["https://openalex.org/W2560361988","https://openalex.org/W2507113366","https://openalex.org/W2591124010","https://openalex.org/W3200508744","https://openalex.org/W3025122950","https://openalex.org/W2311926078","https://openalex.org/W2895504842","https://openalex.org/W4281384336","https://openalex.org/W2717179875","https://openalex.org/W4249118297"],"abstract_inverted_index":{"The":[0,57],"advent":[1],"and":[2,14,28,77,105,113,149],"increasing":[3],"popularity":[4],"of":[5,26,46,97,141,147,161,170],"Android":[6,33,171],"devices":[7],"have":[8],"brought":[9],"about":[10],"undesirable":[11],"mobile":[12],"malware":[13,84,133,148],"its":[15],"attendant":[16],"applications":[17,98],"that":[18,69,123],"constitutes":[19],"a":[20],"danger":[21],"to":[22,38,49,55,101,128,138,157],"society":[23],"in":[24,99,118,165],"terms":[25],"privacy":[27],"information":[29],"leakage.":[30],"Because":[31],"the":[32,95,130,139,145,151,168],"open-source":[34],"OS":[35],"is":[36],"attractive":[37],"criminals,":[39],"it":[40],"seems":[41],"impossible":[42],"for":[43,82,153],"old":[44],"methods":[45],"virus":[47],"detection":[48,146],"be":[50,126],"effective":[51],"as":[52],"they":[53,124],"used":[54,127],"be.":[56],"present":[58],"study":[59,136],"tackles":[60],"this":[61],"vital":[62],"problem":[63],"by":[64],"offering":[65],"an":[66],"innovative":[67],"enhancement":[68],"uses":[70],"deep":[71,162],"learning":[72,163],"algorithms:":[73],"recurrent":[74],"neural":[75],"networks":[76,81],"long":[78],"short-term":[79],"memory":[80],"android":[83],"detection.":[85],"New":[86],"solid":[87],"classification":[88],"schema":[89],"was":[90],"created":[91],"which":[92,121],"focused":[93],"on":[94,144],"meta-information":[96],"order":[100],"differentiate":[102],"entre":[103],"benign":[104],"malicious":[106],"apps.":[107],"In":[108],"our":[109],"experiments,":[110],"both":[111],"RNN":[112],"LSTM":[114],"models":[115],"yielded":[116],"improvements":[117],"performance":[119],"metrics":[120],"suggests":[122],"can":[125],"counter":[129],"current":[131],"computer":[132],"challenges.":[134],"This":[135],"adds":[137],"body":[140],"knowledge":[142],"available":[143],"lays":[150],"foundation":[152],"other":[154,159],"studies":[155],"designed":[156],"employ":[158],"couplings":[160],"algorithms":[164],"further":[166],"boosting":[167],"security":[169],"applications.":[172]},"counts_by_year":[],"updated_date":"2025-12-28T23:10:05.387466","created_date":"2025-10-10T00:00:00"}