{"id":"https://openalex.org/W4396852615","doi":"https://doi.org/10.1145/3647444.3647896","title":"Leverging graphbased Analysis and Deep learning for Dynamic cloud forensic profiling operations","display_name":"Leverging graphbased Analysis and Deep learning for Dynamic cloud forensic profiling operations","publication_year":2023,"publication_date":"2023-11-23","ids":{"openalex":"https://openalex.org/W4396852615","doi":"https://doi.org/10.1145/3647444.3647896"},"language":"en","primary_location":{"id":"doi:10.1145/3647444.3647896","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3647444.3647896","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 5th International Conference on Information Management &amp; Machine Intelligence","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/A5097955606","display_name":"Kavita Arun Kathane","orcid":"https://orcid.org/0009-0009-1068-2897"},"institutions":[{"id":"https://openalex.org/I3132145264","display_name":"Bhagwant University","ror":"https://ror.org/030c1ef86","country_code":"IN","type":"education","lineage":["https://openalex.org/I3132145264"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Kavita Arun Kathane","raw_affiliation_strings":["Computer Science and Engineering, Bhagwant University, India"],"affiliations":[{"raw_affiliation_string":"Computer Science and Engineering, Bhagwant University, India","institution_ids":["https://openalex.org/I3132145264"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5113205639","display_name":"Viren Kumar Sharma","orcid":null},"institutions":[{"id":"https://openalex.org/I3132145264","display_name":"Bhagwant University","ror":"https://ror.org/030c1ef86","country_code":"IN","type":"education","lineage":["https://openalex.org/I3132145264"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Viren Kumar Sharma","raw_affiliation_strings":["Computer Science and Engineering, Bhagwant University, India"],"affiliations":[{"raw_affiliation_string":"Computer Science and Engineering, Bhagwant University, India","institution_ids":["https://openalex.org/I3132145264"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5097955606"],"corresponding_institution_ids":["https://openalex.org/I3132145264"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.38682852,"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":"14"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12034","display_name":"Digital and Cyber Forensics","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9991999864578247,"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":0.9937000274658203,"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/profiling","display_name":"Profiling (computer programming)","score":0.7700597047805786},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.7378150224685669},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7198061943054199},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4206507205963135},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.385716050863266},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.1578846573829651}],"concepts":[{"id":"https://openalex.org/C187191949","wikidata":"https://www.wikidata.org/wiki/Q1138496","display_name":"Profiling (computer programming)","level":2,"score":0.7700597047805786},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.7378150224685669},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7198061943054199},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4206507205963135},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.385716050863266},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.1578846573829651}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3647444.3647896","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3647444.3647896","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 5th International Conference on Information Management &amp; Machine Intelligence","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":7,"referenced_works":["https://openalex.org/W2800264764","https://openalex.org/W2920189067","https://openalex.org/W2993829250","https://openalex.org/W3213609011","https://openalex.org/W4226125741","https://openalex.org/W4285196392","https://openalex.org/W4312560710"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W4244478748","https://openalex.org/W4223488648","https://openalex.org/W2134969820","https://openalex.org/W2251605416","https://openalex.org/W2560439919","https://openalex.org/W4389340727","https://openalex.org/W3150465815","https://openalex.org/W1997222214"],"abstract_inverted_index":{"As":[0],"cloud":[1,59,104,236,247],"computing":[2,248],"environments":[3],"become":[4],"increasingly":[5],"complex":[6],"and":[7,14,53,67,76,98,131,159,183,203,210,234],"ubiquitous,":[8],"the":[9,42,169,184,187,217,225,242],"need":[10],"for":[11,121,128,142,227],"robust,":[12],"real-time,":[13],"adaptive":[15],"forensic":[16,28,237],"capabilities":[17],"becomes":[18],"paramount.":[19],"Cloud-based":[20],"threats":[21],"continue":[22],"to":[23,49,58,199],"evolve,":[24],"thereby":[25,239],"challenging":[26],"traditional":[27,68],"methods.":[29],"The":[30],"inadequacy":[31],"of":[32,45,88,94,154,171,219,231,245],"existing":[33,220],"techniques":[34],"not":[35],"only":[36],"compromises":[37],"security":[38,243],"but":[39],"also":[40],"hampers":[41],"timely":[43],"identification":[44,209],"cyber":[46],"threats,":[47],"leading":[48],"potentially":[50],"severe":[51],"financial":[52],"operational":[54],"consequences.":[55],"Current":[56],"approaches":[57],"forensics":[60],"often":[61],"rely":[62],"on":[63],"isolated":[64],"data":[65,96,123],"sources":[66],"machine":[69],"learning":[70],"techniques,":[71],"which":[72],"limit":[73],"their":[74],"adaptability":[75],"contextual":[77,161],"awareness.":[78],"These":[79,195],"methods":[80],"suffer":[81],"from":[82],"several":[83],"limitations,":[84],"including":[85],"a":[86,109,151,228],"lack":[87],"real-time":[89,156,207],"processing":[90,157],"capabilities,":[91],"insufficient":[92],"coverage":[93],"heterogeneous":[95],"sources,":[97],"limited":[99],"effectiveness":[100],"in":[101],"handling":[102],"dynamic":[103,143],"configurations.":[105],"This":[106,147],"paper":[107,223],"presents":[108],"novel":[110],"framework":[111,167],"that":[112,165],"leverages":[113],"Long":[114],"Short-Term":[115],"Memory":[116],"(LSTM)":[117],"based":[118],"Graph":[119],"Analysis":[120],"relational":[122],"processing,":[124],"Deep":[125],"Q-Network":[126],"(DQN)":[127],"intelligent":[129],"decision-making,":[130],"Gated":[132],"Recurrent":[133,138],"Units":[134],"(GRU)":[135],"coupled":[136],"with":[137],"Neural":[139],"Networks":[140],"(RNN)":[141],"user":[144],"profiling":[145],"operations.":[146],"synergistic":[148],"approach":[149],"offers":[150],"unique":[152],"combination":[153],"adaptability,":[155],"operations,":[158],"deep":[160],"understandings.":[162],"We":[163],"demonstrate":[164],"our":[166],"improves":[168],"precision":[170],"attack":[172],"event":[173],"classification":[174],"by":[175,178,181,190],"4.5%,":[176],"accuracy":[177],"8.3%,":[179],"recall":[180],"4.9%,":[182],"Area":[185],"under":[186],"Curve":[188],"(AUC)":[189],"5.5%":[191],"across":[192],"various":[193],"scenarios.":[194],"advancements":[196],"contribute":[197],"significantly":[198,240],"minimizing":[200],"false":[201,204],"positives":[202],"negatives,":[205],"enhancing":[206],"threat":[208],"user-specific":[211],"anomaly":[212],"detection":[213],"processes.":[214],"By":[215],"addressing":[216],"shortcomings":[218],"methods,":[221],"this":[222],"paves":[224],"way":[226],"new":[229],"generation":[230],"adaptive,":[232],"efficient,":[233],"effective":[235],"systems,":[238],"augmenting":[241],"posture":[244],"modern":[246],"environments.":[249]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
