{"id":"https://openalex.org/W6930516459","doi":"https://doi.org/10.5281/zenodo.15289797","title":"Malware Classification using Image Analysis","display_name":"Malware Classification using Image Analysis","publication_year":2025,"publication_date":"2025-04-27","ids":{"openalex":"https://openalex.org/W6930516459","doi":"https://doi.org/10.5281/zenodo.15289797"},"language":"en","primary_location":{"id":"doi:10.5281/zenodo.15289797","doi":"https://doi.org/10.5281/zenodo.15289797","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.15289797","pdf_url":null,"source":{"id":"https://openalex.org/S7407075464","display_name":"International Journal on Emerging Research Areas","issn_l":"2230-9993","issn":["2230-9993"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"JournalArticle"},"volume":null,"type":"article","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.5281/zenodo.15289797","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5078462907","display_name":"Syam Gopi","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Syam Gopi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Evelyn Susan Jacob","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Evelyn Susan Jacob","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5157235198","display_name":"Joel John","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Joel John","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5157342241","display_name":"Raynell Rajeev","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Raynell Rajeev","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5157052928","display_name":"Steve Alex","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Steve Alex","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.31698465,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":true,"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/T11424","display_name":"Security and Verification in Computing","score":0.0,"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/T11644","display_name":"Spam and Phishing Detection","score":0.0,"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/malware-classification","display_name":"malware classification","score":0.9010000228881836},{"id":"https://openalex.org/keywords/malware-detection","display_name":"malware detection","score":0.9900000095367432},{"id":"https://openalex.org/keywords/coatnet","display_name":"CoAtNet","score":0.9200000166893005},{"id":"https://openalex.org/keywords/malimg-dataset","display_name":"Malimg dataset","score":0.9599999785423279},{"id":"https://openalex.org/keywords/malware-families","display_name":"malware families","score":0.7620000243186951},{"id":"https://openalex.org/keywords/deep-learning-for-cybersecurity","display_name":"deep learning for cybersecurity","score":0.6079999804496765}],"concepts":[{"id":"https://openalex.org/C541664917","wikidata":"https://www.wikidata.org/wiki/Q14001","display_name":"Malware","level":2,"score":0.9404000043869019},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7874000072479248},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6291999816894531},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.5877000093460083},{"id":"https://openalex.org/C78201319","wikidata":"https://www.wikidata.org/wiki/Q685727","display_name":"Grayscale","level":3,"score":0.5770000219345093},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.5302000045776367},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5135999917984009},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.49470001459121704},{"id":"https://openalex.org/C84525096","wikidata":"https://www.wikidata.org/wiki/Q3506050","display_name":"Cryptovirology","level":3,"score":0.48919999599456787},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.45820000767707825},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.42980000376701355},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.4147999882698059},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.3971000015735626},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3856000006198883},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.38280001282691956},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.3517000079154968},{"id":"https://openalex.org/C110083411","wikidata":"https://www.wikidata.org/wiki/Q1744628","display_name":"Statistical classification","level":2,"score":0.28600001335144043},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.27959999442100525},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.2791000008583069},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.25}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.5281/zenodo.15289797","doi":"https://doi.org/10.5281/zenodo.15289797","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.15289797","pdf_url":null,"source":{"id":"https://openalex.org/S7407075464","display_name":"International Journal on Emerging Research Areas","issn_l":"2230-9993","issn":["2230-9993"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"JournalArticle"},{"id":"doi:10.5281/zenodo.15289798","doi":"https://doi.org/10.5281/zenodo.15289798","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.15289798","pdf_url":null,"source":{"id":"https://openalex.org/S7407075464","display_name":"International Journal on Emerging Research Areas","issn_l":"2230-9993","issn":["2230-9993"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"JournalArticle"}],"best_oa_location":{"id":"doi:10.5281/zenodo.15289797","doi":"https://doi.org/10.5281/zenodo.15289797","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.15289797","pdf_url":null,"source":{"id":"https://openalex.org/S7407075464","display_name":"International Journal on Emerging Research Areas","issn_l":"2230-9993","issn":["2230-9993"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"JournalArticle"},"sustainable_development_goals":[],"sustainable_development_goals_aurora":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Abstract\u2014Malware":[0],"detection":[1,132],"and":[2,13,38,79,102,126,133],"classification":[3,15,65,90],"have":[4],"evolved":[5],"significantly":[6],"with":[7,87],"the":[8,51,58,68,73],"integration":[9],"of":[10,53,75],"pattern":[11,148],"recognition":[12],"image":[14,140],"techniques.":[16],"A":[17],"pioneering":[18],"study":[19],"by":[20,45],"Nataraj":[21],"et":[22],"al.":[23],"(2011)":[24],"[1]":[25],"demonstrated":[26],"that":[27,95],"malware":[28,42,64,82,115,131,152],"binaries":[29],"could":[30],"be":[31],"visualized":[32],"as":[33],"grayscale":[34],"images,":[35],"revealing":[36],"structural":[37],"textural":[39],"similarities":[40],"among":[41],"families.":[43],"Inspired":[44],"this":[46,48],"approach,":[47],"research":[49],"explores":[50],"effectiveness":[52],"deep":[54,96,142],"learning-based":[55],"architectures,":[56],"specifically":[57],"hybrid":[59],"CoatNet":[60,76],"model,":[61],"in":[62,77,104],"improving":[63],"accuracy.":[66],"Using":[67],"MalImg":[69,146],"dataset,":[70,147],"we":[71],"investigate":[72],"performance":[74],"identifying":[78],"categorizing":[80],"various":[81],"families,":[83],"comparing":[84],"its":[85],"results":[86],"traditional":[88],"image-processing-based":[89],"methods.":[91],"Our":[92],"findings":[93],"indicate":[94],"learning":[97],"techniques":[98],"offer":[99],"superior":[100],"accuracy":[101],"robustness":[103],"detecting":[105],"malicious":[106],"software":[107],"without":[108],"requiring":[109],"code":[110],"disassembly":[111],"or":[112],"execution.":[113],"As":[114],"threats":[116],"continue":[117],"to":[118],"proliferate,":[119],"advanced":[120],"AI-driven":[121],"approaches":[122],"provide":[123],"a":[124],"scalable":[125],"efficient":[127],"solution":[128],"for":[129],"real-time":[130],"cybersecurity":[134],"enhancement.":[135],"Key":[136],"words-":[137],"Malware":[138],"detection,":[139],"classification,":[141],"learning,":[143],"CoatNet,":[144],"cybersecurity,":[145],"recognition,":[149],"artificial":[150],"intelligence,":[151],"analysis.":[153]},"counts_by_year":[],"updated_date":"2026-10-18T09:31:52.927876","created_date":"2025-10-10T00:00:00"}
