{"id":"https://openalex.org/W4327952342","doi":"https://doi.org/10.3390/sym15030758","title":"A Malware Detection Approach Based on Deep Learning and Memory Forensics","display_name":"A Malware Detection Approach Based on Deep Learning and Memory Forensics","publication_year":2023,"publication_date":"2023-03-19","ids":{"openalex":"https://openalex.org/W4327952342","doi":"https://doi.org/10.3390/sym15030758"},"language":"en","primary_location":{"id":"doi:10.3390/sym15030758","is_oa":true,"landing_page_url":"https://doi.org/10.3390/sym15030758","pdf_url":"https://www.mdpi.com/2073-8994/15/3/758/pdf?version=1679269931","source":{"id":"https://openalex.org/S190787756","display_name":"Symmetry","issn_l":"2073-8994","issn":["2073-8994"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Symmetry","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2073-8994/15/3/758/pdf?version=1679269931","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101843962","display_name":"Shuhui Zhang","orcid":"https://orcid.org/0000-0001-5017-3207"},"institutions":[{"id":"https://openalex.org/I152269853","display_name":"Qilu University of Technology","ror":"https://ror.org/04hyzq608","country_code":"CN","type":"education","lineage":["https://openalex.org/I152269853"]},{"id":"https://openalex.org/I4210142748","display_name":"Shandong Academy of Sciences","ror":"https://ror.org/04y8d6y55","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210142748"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Shuhui Zhang","raw_affiliation_strings":["Qilu University of Technology (Shandong Academy of Sciences), Shandong Computer Science Center (Na- 5 tional Supercomputer Center in Jinan), Shandong Provincial Key Laboratory of Computer Networks), Jinan 250014, China"],"affiliations":[{"raw_affiliation_string":"Qilu University of Technology (Shandong Academy of Sciences), Shandong Computer Science Center (Na- 5 tional Supercomputer Center in Jinan), Shandong Provincial Key Laboratory of Computer Networks), Jinan 250014, China","institution_ids":["https://openalex.org/I152269853","https://openalex.org/I4210142748"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102506787","display_name":"Changdong Hu","orcid":null},"institutions":[{"id":"https://openalex.org/I152269853","display_name":"Qilu University of Technology","ror":"https://ror.org/04hyzq608","country_code":"CN","type":"education","lineage":["https://openalex.org/I152269853"]},{"id":"https://openalex.org/I4210142748","display_name":"Shandong Academy of Sciences","ror":"https://ror.org/04y8d6y55","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210142748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Changdong Hu","raw_affiliation_strings":["Qilu University of Technology (Shandong Academy of Sciences), Shandong Computer Science Center (Na- 5 tional Supercomputer Center in Jinan), Shandong Provincial Key Laboratory of Computer Networks), Jinan 250014, China"],"affiliations":[{"raw_affiliation_string":"Qilu University of Technology (Shandong Academy of Sciences), Shandong Computer Science Center (Na- 5 tional Supercomputer Center in Jinan), Shandong Provincial Key Laboratory of Computer Networks), Jinan 250014, China","institution_ids":["https://openalex.org/I152269853","https://openalex.org/I4210142748"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005738289","display_name":"Lianhai Wang","orcid":"https://orcid.org/0000-0002-5701-3465"},"institutions":[{"id":"https://openalex.org/I152269853","display_name":"Qilu University of Technology","ror":"https://ror.org/04hyzq608","country_code":"CN","type":"education","lineage":["https://openalex.org/I152269853"]},{"id":"https://openalex.org/I4210142748","display_name":"Shandong Academy of Sciences","ror":"https://ror.org/04y8d6y55","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210142748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lianhai Wang","raw_affiliation_strings":["Qilu University of Technology (Shandong Academy of Sciences), Shandong Computer Science Center (Na- 5 tional Supercomputer Center in Jinan), Shandong Provincial Key Laboratory of Computer Networks), Jinan 250014, China"],"affiliations":[{"raw_affiliation_string":"Qilu University of Technology (Shandong Academy of Sciences), Shandong Computer Science Center (Na- 5 tional Supercomputer Center in Jinan), Shandong Provincial Key Laboratory of Computer Networks), Jinan 250014, China","institution_ids":["https://openalex.org/I152269853","https://openalex.org/I4210142748"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020416375","display_name":"Miodrag J. Mihaljevi\u0107","orcid":null},"institutions":[{"id":"https://openalex.org/I1338511612","display_name":"Serbian Academy of Sciences and Arts","ror":"https://ror.org/05m1y4204","country_code":"RS","type":"government","lineage":["https://openalex.org/I1338511612"]},{"id":"https://openalex.org/I152269853","display_name":"Qilu University of Technology","ror":"https://ror.org/04hyzq608","country_code":"CN","type":"education","lineage":["https://openalex.org/I152269853"]},{"id":"https://openalex.org/I4210142748","display_name":"Shandong Academy of Sciences","ror":"https://ror.org/04y8d6y55","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210142748"]}],"countries":["CN","RS"],"is_corresponding":false,"raw_author_name":"Miodrag Mihaljevic","raw_affiliation_strings":["Mathematical Institute, The Serbian Academy of Sciences and Arts, 11000 Belgrade, Serbia","Qilu University of Technology (Shandong Academy of Sciences), Shandong Computer Science Center (Na- 5 tional Supercomputer Center in Jinan), Shandong Provincial Key Laboratory of Computer Networks), Jinan 250014, China"],"affiliations":[{"raw_affiliation_string":"Mathematical Institute, The Serbian Academy of Sciences and Arts, 11000 Belgrade, Serbia","institution_ids":["https://openalex.org/I1338511612"]},{"raw_affiliation_string":"Qilu University of Technology (Shandong Academy of Sciences), Shandong Computer Science Center (Na- 5 tional Supercomputer Center in Jinan), Shandong Provincial Key Laboratory of Computer Networks), Jinan 250014, China","institution_ids":["https://openalex.org/I152269853","https://openalex.org/I4210142748"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038014942","display_name":"Shujiang Xu","orcid":"https://orcid.org/0000-0001-9151-2834"},"institutions":[{"id":"https://openalex.org/I152269853","display_name":"Qilu University of Technology","ror":"https://ror.org/04hyzq608","country_code":"CN","type":"education","lineage":["https://openalex.org/I152269853"]},{"id":"https://openalex.org/I4210142748","display_name":"Shandong Academy of Sciences","ror":"https://ror.org/04y8d6y55","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210142748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shujiang Xu","raw_affiliation_strings":["Qilu University of Technology (Shandong Academy of Sciences), Shandong Computer Science Center (Na- 5 tional Supercomputer Center in Jinan), Shandong Provincial Key Laboratory of Computer Networks), Jinan 250014, China"],"affiliations":[{"raw_affiliation_string":"Qilu University of Technology (Shandong Academy of Sciences), Shandong Computer Science Center (Na- 5 tional Supercomputer Center in Jinan), Shandong Provincial Key Laboratory of Computer Networks), Jinan 250014, China","institution_ids":["https://openalex.org/I152269853","https://openalex.org/I4210142748"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101523731","display_name":"Tian Lan","orcid":null},"institutions":[{"id":"https://openalex.org/I152269853","display_name":"Qilu University of Technology","ror":"https://ror.org/04hyzq608","country_code":"CN","type":"education","lineage":["https://openalex.org/I152269853"]},{"id":"https://openalex.org/I4210142748","display_name":"Shandong Academy of Sciences","ror":"https://ror.org/04y8d6y55","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210142748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tian Lan","raw_affiliation_strings":["Qilu University of Technology (Shandong Academy of Sciences), Shandong Computer Science Center (Na- 5 tional Supercomputer Center in Jinan), Shandong Provincial Key Laboratory of Computer Networks), Jinan 250014, China"],"affiliations":[{"raw_affiliation_string":"Qilu University of Technology (Shandong Academy of Sciences), Shandong Computer Science Center (Na- 5 tional Supercomputer Center in Jinan), Shandong Provincial Key Laboratory of Computer Networks), Jinan 250014, China","institution_ids":["https://openalex.org/I152269853","https://openalex.org/I4210142748"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5101843962"],"corresponding_institution_ids":["https://openalex.org/I152269853","https://openalex.org/I4210142748"],"apc_list":{"value":2000,"currency":"CHF","value_usd":2165},"apc_paid":{"value":2000,"currency":"CHF","value_usd":2165},"fwci":7.0688,"has_fulltext":false,"cited_by_count":36,"citation_normalized_percentile":{"value":0.97971552,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"15","issue":"3","first_page":"758","last_page":"758"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11241","display_name":"Advanced Malware Detection Techniques","score":1.0,"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":1.0,"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/T12034","display_name":"Digital and Cyber Forensics","score":0.9995999932289124,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9986000061035156,"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/malware","display_name":"Malware","score":0.8788391351699829},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8710886240005493},{"id":"https://openalex.org/keywords/executable","display_name":"Executable","score":0.6766860485076904},{"id":"https://openalex.org/keywords/sandbox","display_name":"Sandbox (software development)","score":0.6079250574111938},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.5033194422721863},{"id":"https://openalex.org/keywords/system-call","display_name":"System call","score":0.4896591305732727},{"id":"https://openalex.org/keywords/malware-analysis","display_name":"Malware analysis","score":0.47003692388534546},{"id":"https://openalex.org/keywords/cryptovirology","display_name":"Cryptovirology","score":0.4593127369880676},{"id":"https://openalex.org/keywords/header","display_name":"Header","score":0.44549843668937683},{"id":"https://openalex.org/keywords/digital-forensics","display_name":"Digital forensics","score":0.4451587498188019},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.44357240200042725},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.3803345263004303},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.16129261255264282},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.09873440861701965},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.08359640836715698}],"concepts":[{"id":"https://openalex.org/C541664917","wikidata":"https://www.wikidata.org/wiki/Q14001","display_name":"Malware","level":2,"score":0.8788391351699829},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8710886240005493},{"id":"https://openalex.org/C160145156","wikidata":"https://www.wikidata.org/wiki/Q778586","display_name":"Executable","level":2,"score":0.6766860485076904},{"id":"https://openalex.org/C167981075","wikidata":"https://www.wikidata.org/wiki/Q2667186","display_name":"Sandbox (software development)","level":2,"score":0.6079250574111938},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.5033194422721863},{"id":"https://openalex.org/C2778579508","wikidata":"https://www.wikidata.org/wiki/Q722192","display_name":"System call","level":2,"score":0.4896591305732727},{"id":"https://openalex.org/C2779395397","wikidata":"https://www.wikidata.org/wiki/Q15731404","display_name":"Malware analysis","level":3,"score":0.47003692388534546},{"id":"https://openalex.org/C84525096","wikidata":"https://www.wikidata.org/wiki/Q3506050","display_name":"Cryptovirology","level":3,"score":0.4593127369880676},{"id":"https://openalex.org/C48105269","wikidata":"https://www.wikidata.org/wiki/Q1141160","display_name":"Header","level":2,"score":0.44549843668937683},{"id":"https://openalex.org/C84418412","wikidata":"https://www.wikidata.org/wiki/Q3246940","display_name":"Digital forensics","level":2,"score":0.4451587498188019},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.44357240200042725},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3803345263004303},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.16129261255264282},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.09873440861701965},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.08359640836715698}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/sym15030758","is_oa":true,"landing_page_url":"https://doi.org/10.3390/sym15030758","pdf_url":"https://www.mdpi.com/2073-8994/15/3/758/pdf?version=1679269931","source":{"id":"https://openalex.org/S190787756","display_name":"Symmetry","issn_l":"2073-8994","issn":["2073-8994"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Symmetry","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:4258d91266c04db8960bc5b3c990f86a","is_oa":true,"landing_page_url":"https://doaj.org/article/4258d91266c04db8960bc5b3c990f86a","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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Symmetry, Vol 15, Iss 3, p 758 (2023)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2073-8994/15/3/758/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/sym15030758","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Symmetry","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/sym15030758","is_oa":true,"landing_page_url":"https://doi.org/10.3390/sym15030758","pdf_url":"https://www.mdpi.com/2073-8994/15/3/758/pdf?version=1679269931","source":{"id":"https://openalex.org/S190787756","display_name":"Symmetry","issn_l":"2073-8994","issn":["2073-8994"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Symmetry","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.7699999809265137,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[{"id":"https://openalex.org/G2284860812","display_name":null,"funder_award_id":"62102209","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4121356382","display_name":null,"funder_award_id":"ZR2020KF035","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5878584962","display_name":null,"funder_award_id":"2021CXGC010107","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4327952342.pdf"},"referenced_works_count":31,"referenced_works":["https://openalex.org/W649034908","https://openalex.org/W2460736843","https://openalex.org/W2753669113","https://openalex.org/W2889741974","https://openalex.org/W2899250976","https://openalex.org/W2981292756","https://openalex.org/W2990887353","https://openalex.org/W2998024052","https://openalex.org/W3009850146","https://openalex.org/W3016265004","https://openalex.org/W3032626790","https://openalex.org/W3048252966","https://openalex.org/W3080363623","https://openalex.org/W3082575476","https://openalex.org/W3088420242","https://openalex.org/W3118382796","https://openalex.org/W3124852128","https://openalex.org/W3126651474","https://openalex.org/W3129333334","https://openalex.org/W3164451772","https://openalex.org/W3173672712","https://openalex.org/W3195168737","https://openalex.org/W4200569302","https://openalex.org/W4220749890","https://openalex.org/W4292541930","https://openalex.org/W4306406293","https://openalex.org/W4307570965","https://openalex.org/W4312462142","https://openalex.org/W4313558727","https://openalex.org/W6745899033","https://openalex.org/W6754667198"],"related_works":["https://openalex.org/W2143732108","https://openalex.org/W2516239820","https://openalex.org/W2965893286","https://openalex.org/W2982096504","https://openalex.org/W2991580804","https://openalex.org/W2548537835","https://openalex.org/W2810666735","https://openalex.org/W2469346691","https://openalex.org/W3211525895","https://openalex.org/W2183680341"],"abstract_inverted_index":{"As":[0,88],"cyber":[1],"attacks":[2],"grow":[3],"more":[4,13],"complex":[5],"and":[6,15,45,85,113,123,173],"sophisticated,":[7],"new":[8],"types":[9],"of":[10,40,127,158,193,205,212,220,245],"malware":[11,22,77,90,155],"become":[12],"dangerous":[14],"challenging":[16],"to":[17,49,183,207],"detect.":[18],"In":[19],"particular,":[20],"fileless":[21,213,237],"injects":[23],"malicious":[24,52,59,101,112,232],"code":[25,53,102],"into":[26,147],"the":[27,51,55,89,95,117,142,159,180,197,218,221,227,236],"physical":[28],"memory":[29,86,131,133],"directly":[30],"without":[31],"leaving":[32],"attack":[33,41,214],"traces":[34],"on":[35,81,179],"disk":[36],"files.":[37,57,164],"This":[38],"type":[39],"is":[42,47,138,145,215,241],"well":[43],"concealed,":[44],"it":[46],"difficult":[48],"find":[50],"in":[54,61,120,130],"static":[56,111],"For":[58],"processes":[60],"memory,":[62,148],"signature-based":[63],"detection":[64,78],"methods":[65],"are":[66,152,168],"becoming":[67],"increasingly":[68],"ineffective.":[69],"Facing":[70],"these":[71],"challenges,":[72],"this":[73],"paper":[74],"proposes":[75],"a":[76,121,125,136,202],"approach":[79],"based":[80],"convolutional":[82],"neural":[83],"network":[84],"forensics.":[87,134],"has":[91,196],"many":[92],"symmetric":[93,104],"features,":[94],"saved":[96],"training":[97],"model":[98],"can":[99,230],"detect":[100,231],"with":[103,170,190],"features.":[105],"The":[106,187,223],"method":[107,229],"includes":[108],"collecting":[109],"executable":[110,162],"benign":[114],"samples,":[115],"running":[116],"collected":[118],"samples":[119],"sandbox,":[122],"building":[124],"dataset":[126,182],"portable":[128,161],"executables":[129],"through":[132],"When":[135],"process":[137],"running,":[139],"not":[140],"all":[141],"program":[143],"content":[144],"loaded":[146],"so":[149],"binary":[150],"fragments":[151,167],"utilized":[153],"for":[154],"analysis":[156],"instead":[157],"entire":[160],"(PE)":[163],"PE":[165,188],"file":[166,189],"selected":[169],"different":[171],"lengths":[172],"locations.":[174],"We":[175,200],"conducted":[176],"several":[177],"experiments":[178],"produced":[181],"test":[184],"our":[185],"model.":[186],"4096":[191],"bytes":[192],"header":[194],"fragment":[195],"highest":[198],"accuracy.":[199],"achieved":[201],"prediction":[203],"accuracy":[204,240],"up":[206],"97.48%.":[208],"Moreover,":[209],"an":[210],"example":[211],"illustrated":[216],"at":[217],"end":[219],"paper.":[222],"results":[224],"show":[225],"that":[226,244],"proposed":[228],"codes":[233],"effectively,":[234],"especially":[235],"attack.":[238],"Its":[239],"better":[242],"than":[243],"common":[246],"machine":[247],"learning":[248],"methods.":[249]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":22},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":3}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}
