{"id":"https://openalex.org/W4408092636","doi":"https://doi.org/10.1109/ants63515.2024.10898349","title":"Improved Malware Identification from Android Apps using Image Features","display_name":"Improved Malware Identification from Android Apps using Image Features","publication_year":2024,"publication_date":"2024-12-15","ids":{"openalex":"https://openalex.org/W4408092636","doi":"https://doi.org/10.1109/ants63515.2024.10898349"},"language":"en","primary_location":{"id":"doi:10.1109/ants63515.2024.10898349","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ants63515.2024.10898349","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Advanced Networks and Telecommunications Systems (ANTS)","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/A5116346445","display_name":"Ashwini Chikkenakoppa","orcid":"https://orcid.org/0000-0003-3331-2265"},"institutions":[{"id":"https://openalex.org/I4210152718","display_name":"Indian Institute of Technology Dharwad","ror":"https://ror.org/0509djg30","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210152718"]},{"id":"https://openalex.org/I26072440","display_name":"Indian Institute of Information Technology Allahabad","ror":"https://ror.org/03rgjt374","country_code":"IN","type":"education","lineage":["https://openalex.org/I26072440"]},{"id":"https://openalex.org/I4387153068","display_name":"Indian Institute of Information Technology Dharwad","ror":"https://ror.org/0237jt454","country_code":null,"type":"education","lineage":["https://openalex.org/I4387153068"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Ashwini Chikkenakoppa","raw_affiliation_strings":["Indian Institute of Information Technology Dharwad,Karnataka,India"],"affiliations":[{"raw_affiliation_string":"Indian Institute of Information Technology Dharwad,Karnataka,India","institution_ids":["https://openalex.org/I26072440","https://openalex.org/I4387153068","https://openalex.org/I4210152718"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116479453","display_name":"S Sivsankar","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"S Sivsankar","raw_affiliation_strings":["M Kumarasamy College of Engineering,Tamil Nadu,India"],"affiliations":[{"raw_affiliation_string":"M Kumarasamy College of Engineering,Tamil Nadu,India","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066973293","display_name":"C. Pavan Kumar","orcid":"https://orcid.org/0000-0002-4907-5412"},"institutions":[{"id":"https://openalex.org/I26072440","display_name":"Indian Institute of Information Technology Allahabad","ror":"https://ror.org/03rgjt374","country_code":"IN","type":"education","lineage":["https://openalex.org/I26072440"]},{"id":"https://openalex.org/I4387153068","display_name":"Indian Institute of Information Technology Dharwad","ror":"https://ror.org/0237jt454","country_code":null,"type":"education","lineage":["https://openalex.org/I4387153068"]},{"id":"https://openalex.org/I4210152718","display_name":"Indian Institute of Technology Dharwad","ror":"https://ror.org/0509djg30","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210152718"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"C Pavan Kumar","raw_affiliation_strings":["Indian Institute of Information Technology Dharwad,Karnataka,India"],"affiliations":[{"raw_affiliation_string":"Indian Institute of Information Technology Dharwad,Karnataka,India","institution_ids":["https://openalex.org/I26072440","https://openalex.org/I4387153068","https://openalex.org/I4210152718"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5116346445"],"corresponding_institution_ids":["https://openalex.org/I26072440","https://openalex.org/I4210152718","https://openalex.org/I4387153068"],"apc_list":null,"apc_paid":null,"fwci":0.6845,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.71762399,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"149","last_page":"154"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9991000294685364,"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":0.9991000294685364,"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/T12799","display_name":"Mobile and Web Applications","score":0.9819999933242798,"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/T12016","display_name":"Web Data Mining and Analysis","score":0.935699999332428,"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","display_name":"Malware","score":0.8326854109764099},{"id":"https://openalex.org/keywords/android-malware","display_name":"Android malware","score":0.7874219417572021},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.749039351940155},{"id":"https://openalex.org/keywords/android","display_name":"Android (operating system)","score":0.747361421585083},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.5238392353057861},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.35799330472946167},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34389474987983704},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.24074512720108032}],"concepts":[{"id":"https://openalex.org/C541664917","wikidata":"https://www.wikidata.org/wiki/Q14001","display_name":"Malware","level":2,"score":0.8326854109764099},{"id":"https://openalex.org/C2989133298","wikidata":"https://www.wikidata.org/wiki/Q94","display_name":"Android malware","level":3,"score":0.7874219417572021},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.749039351940155},{"id":"https://openalex.org/C557433098","wikidata":"https://www.wikidata.org/wiki/Q94","display_name":"Android (operating system)","level":2,"score":0.747361421585083},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.5238392353057861},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.35799330472946167},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34389474987983704},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.24074512720108032},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ants63515.2024.10898349","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ants63515.2024.10898349","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Advanced Networks and Telecommunications Systems (ANTS)","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":14,"referenced_works":["https://openalex.org/W2010065958","https://openalex.org/W2795033129","https://openalex.org/W2805553949","https://openalex.org/W2916879452","https://openalex.org/W3006334803","https://openalex.org/W3137440318","https://openalex.org/W3157814027","https://openalex.org/W3167683049","https://openalex.org/W3177627266","https://openalex.org/W4308206417","https://openalex.org/W4324290865","https://openalex.org/W4360602064","https://openalex.org/W4388343574","https://openalex.org/W4400197953"],"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":[0,29,63,153],"type":[1],"and":[2,36,49,80,89,108,115,136,158,163],"volume":[3],"of":[4,72,83,126,142,160,174],"malware":[5,18,43,84,175],"is":[6,45],"increasing":[7],"rapidly.":[8],"In":[9,75],"this":[10,52,76],"work":[11],"we":[12,78],"present":[13],"an":[14,124,140],"improved":[15],"approach":[16],"for":[17,172],"classification":[19,173],"from":[20,68,176],"the":[21,54,69,73,133,137,149,156,161],"android":[22,30,55,177],"applications":[23],"(or":[24],"apps)":[25],"using":[26,60,86,93],"image":[27,64],"features.":[28],"apps":[31],"are":[32,58,66],"converted":[33],"to":[34,38,50,119,165],"images":[35,57,88,92,135],"standardized":[37],"maintain":[39],"uniformity.":[40],"Processing":[41],"large":[42],"samples":[44],"a":[46],"challenging":[47],"task":[48],"address":[51],"challenge":[53],"app":[56],"compressed":[59,87,134,151],"neural":[61],"network.":[62],"features":[65],"extracted":[67],"dynamic":[70],"analysis":[71],"dataset.":[74],"paper,":[77],"classify":[79],"detect":[81],"variants":[82],"categories":[85],"their":[90],"augmented":[91,150],"various":[94,166],"machine":[95],"learning":[96],"models":[97],"such":[98],"as":[99],"k":[100],"-Nearest":[101],"Neighbor(kNN),":[102],"Decision":[103,113],"Tree(DT),":[104],"Support":[105],"Vector":[106],"Machine(SVM)":[107],"Random":[109],"Forest(RF).":[110],"Among":[111],"these":[112],"Tree":[114],"kNN":[116,122,164],"turns":[117],"out":[118],"perform":[120],"best,":[121],"gave":[123,139],"accuracy":[125,141],"$\\mathbf{9":[127,143],"8.":[128],"8":[129],"6":[130],"\\%}$":[131,147],"over":[132,148],"DT":[138,162],"9.":[144],"5":[145],"2":[146],"images.":[152],"results":[154],"show":[155],"robustness":[157],"adaptability":[159],"data":[167],"transformations":[168],"making":[169],"it":[170],"suitable":[171],"apps.":[178]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}