{"id":"https://openalex.org/W4378364113","doi":"https://doi.org/10.1109/isdfs58141.2023.10131853","title":"A Predictive Classification Model for Identifying Conversation-related Mobile Forensic Data in Instant Messaging Applications","display_name":"A Predictive Classification Model for Identifying Conversation-related Mobile Forensic Data in Instant Messaging Applications","publication_year":2023,"publication_date":"2023-05-11","ids":{"openalex":"https://openalex.org/W4378364113","doi":"https://doi.org/10.1109/isdfs58141.2023.10131853"},"language":"en","primary_location":{"id":"doi:10.1109/isdfs58141.2023.10131853","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/isdfs58141.2023.10131853","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 11th International Symposium on Digital Forensics and Security (ISDFS)","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/A5063969135","display_name":"Wei\u2010Che Lee","orcid":"https://orcid.org/0000-0001-9146-5644"},"institutions":[{"id":"https://openalex.org/I16733864","display_name":"National Taiwan University","ror":"https://ror.org/05bqach95","country_code":"TW","type":"education","lineage":["https://openalex.org/I16733864"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Wei-Che Lee","raw_affiliation_strings":["National Taiwan University,Graduate Institute of Communication Engineering,Taipei,Taiwan","Graduate Institute of Communication Engineering, National Taiwan University, Taipei, Taiwan"],"affiliations":[{"raw_affiliation_string":"National Taiwan University,Graduate Institute of Communication Engineering,Taipei,Taiwan","institution_ids":["https://openalex.org/I16733864"]},{"raw_affiliation_string":"Graduate Institute of Communication Engineering, National Taiwan University, Taipei, Taiwan","institution_ids":["https://openalex.org/I16733864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014364398","display_name":"Hong-Yen Chen","orcid":"https://orcid.org/0000-0001-5638-8030"},"institutions":[{"id":"https://openalex.org/I16733864","display_name":"National Taiwan University","ror":"https://ror.org/05bqach95","country_code":"TW","type":"education","lineage":["https://openalex.org/I16733864"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Hong-Yen Chen","raw_affiliation_strings":["National Taiwan University,Graduate Institute of Communication Engineering,Taipei,Taiwan","Graduate Institute of Communication Engineering, National Taiwan University, Taipei, Taiwan"],"affiliations":[{"raw_affiliation_string":"National Taiwan University,Graduate Institute of Communication Engineering,Taipei,Taiwan","institution_ids":["https://openalex.org/I16733864"]},{"raw_affiliation_string":"Graduate Institute of Communication Engineering, National Taiwan University, Taipei, Taiwan","institution_ids":["https://openalex.org/I16733864"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5039482466","display_name":"Tsung-Nan Lin","orcid":"https://orcid.org/0000-0001-5659-1194"},"institutions":[{"id":"https://openalex.org/I16733864","display_name":"National Taiwan University","ror":"https://ror.org/05bqach95","country_code":"TW","type":"education","lineage":["https://openalex.org/I16733864"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Tsung-Nan Lin","raw_affiliation_strings":["National Taiwan University,Graduate Institute of Communication Engineering,Taipei,Taiwan","Graduate Institute of Communication Engineering, National Taiwan University, Taipei, Taiwan"],"affiliations":[{"raw_affiliation_string":"National Taiwan University,Graduate Institute of Communication Engineering,Taipei,Taiwan","institution_ids":["https://openalex.org/I16733864"]},{"raw_affiliation_string":"Graduate Institute of Communication Engineering, National Taiwan University, Taipei, Taiwan","institution_ids":["https://openalex.org/I16733864"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5063969135"],"corresponding_institution_ids":["https://openalex.org/I16733864"],"apc_list":null,"apc_paid":null,"fwci":0.4576,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.65037895,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12034","display_name":"Digital and Cyber Forensics","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T12034","display_name":"Digital and Cyber Forensics","score":1.0,"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"}},{"id":"https://openalex.org/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9998999834060669,"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/T12357","display_name":"Digital Media Forensic Detection","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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":0.8331327438354492},{"id":"https://openalex.org/keywords/scripting-language","display_name":"Scripting language","score":0.6422129273414612},{"id":"https://openalex.org/keywords/conversation","display_name":"Conversation","score":0.5607575178146362},{"id":"https://openalex.org/keywords/instant-messaging","display_name":"Instant messaging","score":0.5283677577972412},{"id":"https://openalex.org/keywords/network-forensics","display_name":"Network forensics","score":0.5029899477958679},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4359643757343292},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.39075368642807007},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.374420702457428},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.2686130404472351},{"id":"https://openalex.org/keywords/digital-forensics","display_name":"Digital forensics","score":0.2053089439868927}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8331327438354492},{"id":"https://openalex.org/C61423126","wikidata":"https://www.wikidata.org/wiki/Q187432","display_name":"Scripting language","level":2,"score":0.6422129273414612},{"id":"https://openalex.org/C2777200299","wikidata":"https://www.wikidata.org/wiki/Q52943","display_name":"Conversation","level":2,"score":0.5607575178146362},{"id":"https://openalex.org/C2985487447","wikidata":"https://www.wikidata.org/wiki/Q58199","display_name":"Instant messaging","level":2,"score":0.5283677577972412},{"id":"https://openalex.org/C50747538","wikidata":"https://www.wikidata.org/wiki/Q7001032","display_name":"Network forensics","level":3,"score":0.5029899477958679},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4359643757343292},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.39075368642807007},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.374420702457428},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.2686130404472351},{"id":"https://openalex.org/C84418412","wikidata":"https://www.wikidata.org/wiki/Q3246940","display_name":"Digital forensics","level":2,"score":0.2053089439868927},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isdfs58141.2023.10131853","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/isdfs58141.2023.10131853","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 11th International Symposium on Digital Forensics and Security (ISDFS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320331164","display_name":"National Science and Technology Council","ror":"https://ror.org/00wnb9798"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W24678375","https://openalex.org/W1992236679","https://openalex.org/W2026808932","https://openalex.org/W2578302356","https://openalex.org/W2716664989","https://openalex.org/W2809553636","https://openalex.org/W2971418534","https://openalex.org/W3003867073","https://openalex.org/W3116415739","https://openalex.org/W3123270410","https://openalex.org/W3170375553","https://openalex.org/W4312753299","https://openalex.org/W6601015418"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2496949096","https://openalex.org/W2086733238","https://openalex.org/W2355862304","https://openalex.org/W2623658493","https://openalex.org/W2355288082","https://openalex.org/W2356108042","https://openalex.org/W2030250808","https://openalex.org/W3022806854","https://openalex.org/W1531842431"],"abstract_inverted_index":{"The":[0],"rapidly":[1,67],"changing":[2,68],"and":[3,24,42,84,122,130,153,224,230],"diverse":[4],"landscape":[5],"of":[6,15,51,70,96,109,176,201,204],"instant":[7,52,88,110,146,160,183,210],"messaging":[8,53,89,111,147,161,184,211],"applications":[9,54,185],"has":[10],"significantly":[11],"impacted":[12],"the":[13,47,56,66,106,139,158,174,192,214],"field":[14],"mobile":[16,27,77,217],"forensics.":[17],"To":[18],"tackle":[19],"this":[20,59,135],"problem,":[21],"existing":[22,170],"practices":[23],"research":[25],"in":[26,55,86],"forensics":[28,78,218],"often":[29,62],"rely":[30],"on":[31,39,120],"experts":[32],"to":[33,45,65,142],"write":[34],"reverse":[35,187],"engineering":[36,188],"scripts":[37],"based":[38],"their":[40],"experience":[41],"background":[43],"knowledge":[44],"handle":[46],"various":[48,87],"database":[49],"architectures":[50],"market.":[57],"However,":[58],"approach":[60],"is":[61,165],"insufficient":[63],"due":[64],"nature":[69],"these":[71],"applications.Thus,":[72],"we":[73,137],"proposed":[74,140],"a":[75,100,127,198],"novel":[76],"method":[79,92,141,196],"for":[80,105,208],"identifying":[81],"conversation-related":[82,116],"columns":[83,97],"tables":[85],"applications.":[90,112],"Our":[91],"utilizes":[93],"content-based":[94],"features":[95],"combined":[98],"with":[99],"matching":[101],"algorithm":[102],"specially":[103],"developed":[104],"data":[107,117,203],"schema":[108],"It":[113],"can":[114],"identify":[115],"without":[118],"relying":[119],"table":[121],"column":[123],"names,":[124],"making":[125],"it":[126],"more":[128],"flexible":[129],"advanced":[131],"analysis":[132],"technique.":[133],"In":[134],"paper,":[136],"apply":[138],"authenticate":[143],"several":[144],"popular":[145],"applications,":[148],"including":[149],"LINE,":[150],"Messenger,":[151],"WhatsApp,":[152],"Kik,":[154],"as":[155,157],"well":[156],"open-source":[159],"application":[162],"Rocket.chat,":[163],"which":[164],"not":[166],"currently":[167],"supported":[168,181],"by":[169,220],"tools.Our":[171],"methodology":[172],"overcomes":[173],"limitations":[175],"previous":[177],"works":[178],"that":[179],"only":[180],"available":[182],"through":[186],"scripts.":[189],"By":[190],"automating":[191],"identification":[193],"process,":[194],"our":[195],"achieved":[197],"filtering":[199],"rate":[200],"irrelevant":[202],"at":[205],"least":[206],"88%":[207],"each":[209],"application,":[212],"improving":[213],"NIST-compliant":[215],"procedure":[216],"process":[219],"reducing":[221],"investigator":[222],"time":[223],"training":[225],"requirements":[226],"while":[227],"increasing":[228],"accuracy":[229],"efficiency.":[231]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-25T13:04:00.132906","created_date":"2025-10-10T00:00:00"}
