Matches in SemOpenAlex for { <https://semopenalex.org/work/W3048482737> ?p ?o ?g. }
- W3048482737 abstract "With the rapid growth of Android malware, many machine learning-based malware analysis approaches are proposed to mitigate the severe phenomenon. However, such classifiers are opaque, non-intuitive, and difficult for analysts to understand the inner decision reason. For this reason, a variety of explanation approaches are proposed to interpret predictions by providing important features. Unfortunately, the explanation results obtained in the malware analysis domain cannot achieve a consensus in general, which makes the analysts confused about whether they can trust such results. In this work, we propose principled guidelines to assess the quality of five explanation approaches by designing three critical quantitative metrics to measure their stability, robustness, and effectiveness. Furthermore, we collect five widely-used malware datasets and apply the explanation approaches on them in two tasks, including malware detection and familial identification. Based on the generated explanation results, we conduct a sanity check of such explanation approaches in terms of the three metrics. The results demonstrate that our metrics can assess the explanation approaches and help us obtain the knowledge of most typical malicious behaviors for malware analysis." @default.
- W3048482737 created "2020-08-18" @default.
- W3048482737 creator A5022888721 @default.
- W3048482737 creator A5023363049 @default.
- W3048482737 creator A5032831129 @default.
- W3048482737 creator A5045585395 @default.
- W3048482737 creator A5075845093 @default.
- W3048482737 creator A5084396416 @default.
- W3048482737 date "2020-08-13" @default.
- W3048482737 modified "2023-09-24" @default.
- W3048482737 title "Can We Trust Your Explanations? Sanity Checks for Interpreters in Android Malware Analysis" @default.
- W3048482737 cites W1903029394 @default.
- W3048482737 cites W2063978378 @default.
- W3048482737 cites W2122672392 @default.
- W3048482737 cites W2125011234 @default.
- W3048482737 cites W2130306094 @default.
- W3048482737 cites W2168103835 @default.
- W3048482737 cites W2282821441 @default.
- W3048482737 cites W2286924183 @default.
- W3048482737 cites W2346578521 @default.
- W3048482737 cites W2394669110 @default.
- W3048482737 cites W2403072371 @default.
- W3048482737 cites W2538057479 @default.
- W3048482737 cites W2560361988 @default.
- W3048482737 cites W2562979205 @default.
- W3048482737 cites W2601621757 @default.
- W3048482737 cites W2618014206 @default.
- W3048482737 cites W2620844046 @default.
- W3048482737 cites W2626639386 @default.
- W3048482737 cites W2744095836 @default.
- W3048482737 cites W2744097819 @default.
- W3048482737 cites W2788403449 @default.
- W3048482737 cites W2791541601 @default.
- W3048482737 cites W2803532212 @default.
- W3048482737 cites W2809376420 @default.
- W3048482737 cites W2890991187 @default.
- W3048482737 cites W2891612330 @default.
- W3048482737 cites W2898694742 @default.
- W3048482737 cites W2903544706 @default.
- W3048482737 cites W2953797486 @default.
- W3048482737 cites W2955308964 @default.
- W3048482737 cites W2962772482 @default.
- W3048482737 cites W2962843949 @default.
- W3048482737 cites W2962851944 @default.
- W3048482737 cites W2962862931 @default.
- W3048482737 cites W2963233086 @default.
- W3048482737 cites W2963954089 @default.
- W3048482737 cites W2970658946 @default.
- W3048482737 cites W2971201880 @default.
- W3048482737 cites W2978464814 @default.
- W3048482737 cites W2984851138 @default.
- W3048482737 cites W3004315562 @default.
- W3048482737 cites W3096425977 @default.
- W3048482737 cites W3101609372 @default.
- W3048482737 doi "https://doi.org/10.48550/arxiv.2008.05895" @default.
- W3048482737 hasPublicationYear "2020" @default.
- W3048482737 type Work @default.
- W3048482737 sameAs 3048482737 @default.
- W3048482737 citedByCount "0" @default.
- W3048482737 crossrefType "posted-content" @default.
- W3048482737 hasAuthorship W3048482737A5022888721 @default.
- W3048482737 hasAuthorship W3048482737A5023363049 @default.
- W3048482737 hasAuthorship W3048482737A5032831129 @default.
- W3048482737 hasAuthorship W3048482737A5045585395 @default.
- W3048482737 hasAuthorship W3048482737A5075845093 @default.
- W3048482737 hasAuthorship W3048482737A5084396416 @default.
- W3048482737 hasBestOaLocation W30484827371 @default.
- W3048482737 hasConcept C104317684 @default.
- W3048482737 hasConcept C111919701 @default.
- W3048482737 hasConcept C116834253 @default.
- W3048482737 hasConcept C118552586 @default.
- W3048482737 hasConcept C119857082 @default.
- W3048482737 hasConcept C154945302 @default.
- W3048482737 hasConcept C15744967 @default.
- W3048482737 hasConcept C185592680 @default.
- W3048482737 hasConcept C199360897 @default.
- W3048482737 hasConcept C2522767166 @default.
- W3048482737 hasConcept C2777607469 @default.
- W3048482737 hasConcept C2779395397 @default.
- W3048482737 hasConcept C2989133298 @default.
- W3048482737 hasConcept C38652104 @default.
- W3048482737 hasConcept C41008148 @default.
- W3048482737 hasConcept C541664917 @default.
- W3048482737 hasConcept C55493867 @default.
- W3048482737 hasConcept C557433098 @default.
- W3048482737 hasConcept C59822182 @default.
- W3048482737 hasConcept C63479239 @default.
- W3048482737 hasConcept C84525096 @default.
- W3048482737 hasConcept C86803240 @default.
- W3048482737 hasConcept C97686452 @default.
- W3048482737 hasConceptScore W3048482737C104317684 @default.
- W3048482737 hasConceptScore W3048482737C111919701 @default.
- W3048482737 hasConceptScore W3048482737C116834253 @default.
- W3048482737 hasConceptScore W3048482737C118552586 @default.
- W3048482737 hasConceptScore W3048482737C119857082 @default.
- W3048482737 hasConceptScore W3048482737C154945302 @default.
- W3048482737 hasConceptScore W3048482737C15744967 @default.
- W3048482737 hasConceptScore W3048482737C185592680 @default.
- W3048482737 hasConceptScore W3048482737C199360897 @default.
- W3048482737 hasConceptScore W3048482737C2522767166 @default.