Matches in SemOpenAlex for { <https://semopenalex.org/work/W2968146306> ?p ?o ?g. }
Showing items 1 to 64 of
64
with 100 items per page.
- W2968146306 abstract "With the number of new mobile malware instances increasing by over 50% annually since 2012 [24], malware embedding in mobile apps is arguably one of the most serious security issues mobile platforms are exposed to. While obfuscation techniques are successfully used to protect the intellectual property of apps' developers, they are unfortunately also often used by cybercriminals to hide malicious content inside mobile apps and to deceive malware detection tools. As a consequence, most of mobile malware detection approaches fail in differentiating between benign and obfuscated malicious apps. We examine the graph features of mobile apps code by building weighted directed graphs of the API calls, and verify that malicious apps often share structural similarities that can be used to differentiate them from benign apps, even under a heavily polluted training set where a large majority of the apps are obfuscated. We present DaDiDroid an Android malware app detection tool that leverages features of the weighted directed graphs of API calls to detect the presence of malware code in (obfuscated) Android apps. We show that DaDiDroid significantly outperforms MaMaDroid [23], a recently proposed malware detection tool that has been proven very efficient in detecting malware in a clean non-obfuscated environment. We evaluate DaDiDroid's accuracy and robustness against several evasion techniques using various datasets for a total of 43,262 benign and 20,431 malware apps. We show that DaDiDroid correctly labels up to 96% of Android malware samples, while achieving an 91% accuracy with an exclusive use of a training set of obfuscated apps." @default.
- W2968146306 created "2019-08-22" @default.
- W2968146306 creator A5004362324 @default.
- W2968146306 creator A5040251515 @default.
- W2968146306 creator A5085746400 @default.
- W2968146306 date "2019-01-01" @default.
- W2968146306 modified "2023-10-06" @default.
- W2968146306 title "DaDiDroid: An Obfuscation Resilient Tool for Detecting Android Malware via Weighted Directed Call Graph Modelling" @default.
- W2968146306 doi "https://doi.org/10.5220/0007834602110219" @default.
- W2968146306 hasPublicationYear "2019" @default.
- W2968146306 type Work @default.
- W2968146306 sameAs 2968146306 @default.
- W2968146306 citedByCount "14" @default.
- W2968146306 countsByYear W29681463062020 @default.
- W2968146306 countsByYear W29681463062021 @default.
- W2968146306 countsByYear W29681463062022 @default.
- W2968146306 countsByYear W29681463062023 @default.
- W2968146306 crossrefType "proceedings-article" @default.
- W2968146306 hasAuthorship W2968146306A5004362324 @default.
- W2968146306 hasAuthorship W2968146306A5040251515 @default.
- W2968146306 hasAuthorship W2968146306A5085746400 @default.
- W2968146306 hasBestOaLocation W29681463062 @default.
- W2968146306 hasConcept C102379954 @default.
- W2968146306 hasConcept C111919701 @default.
- W2968146306 hasConcept C132525143 @default.
- W2968146306 hasConcept C199360897 @default.
- W2968146306 hasConcept C2778579508 @default.
- W2968146306 hasConcept C2989133298 @default.
- W2968146306 hasConcept C38652104 @default.
- W2968146306 hasConcept C40305131 @default.
- W2968146306 hasConcept C41008148 @default.
- W2968146306 hasConcept C541664917 @default.
- W2968146306 hasConcept C557433098 @default.
- W2968146306 hasConcept C80444323 @default.
- W2968146306 hasConceptScore W2968146306C102379954 @default.
- W2968146306 hasConceptScore W2968146306C111919701 @default.
- W2968146306 hasConceptScore W2968146306C132525143 @default.
- W2968146306 hasConceptScore W2968146306C199360897 @default.
- W2968146306 hasConceptScore W2968146306C2778579508 @default.
- W2968146306 hasConceptScore W2968146306C2989133298 @default.
- W2968146306 hasConceptScore W2968146306C38652104 @default.
- W2968146306 hasConceptScore W2968146306C40305131 @default.
- W2968146306 hasConceptScore W2968146306C41008148 @default.
- W2968146306 hasConceptScore W2968146306C541664917 @default.
- W2968146306 hasConceptScore W2968146306C557433098 @default.
- W2968146306 hasConceptScore W2968146306C80444323 @default.
- W2968146306 hasLocation W29681463061 @default.
- W2968146306 hasLocation W29681463062 @default.
- W2968146306 hasOpenAccess W2968146306 @default.
- W2968146306 hasPrimaryLocation W29681463061 @default.
- W2968146306 hasRelatedWork W2727469818 @default.
- W2968146306 hasRelatedWork W2887046487 @default.
- W2968146306 hasRelatedWork W2945354769 @default.
- W2968146306 hasRelatedWork W2968146306 @default.
- W2968146306 hasRelatedWork W3110859274 @default.
- W2968146306 hasRelatedWork W4286741520 @default.
- W2968146306 hasRelatedWork W4311731381 @default.
- W2968146306 hasRelatedWork W4312350724 @default.
- W2968146306 hasRelatedWork W4316077018 @default.
- W2968146306 hasRelatedWork W4361200043 @default.
- W2968146306 isParatext "false" @default.
- W2968146306 isRetracted "false" @default.
- W2968146306 magId "2968146306" @default.
- W2968146306 workType "article" @default.