An Android Malware Detection Leveraging Machine Learning

<table class="table-group" id="tab2"><tr><td><table class="table"><tr><td class="thead-hr" colspan="2"><hr/></td></tr><tr class="thead"><td class="align_left">Importance</td><td class="align_center">Features name</td></tr><tr><td class="thead-hr" colspan="2"><hr/></td></tr><tr><td class="align_left">0.302175</td><td class="align_center">APK file removed the launcher icon</td></tr><tr><td class="align_left">0.197239</td><td class="align_center">File tried to connect to a malicious URL</td></tr><tr><td class="align_left">0.090943</td><td class="align_center">APK file deleted a file</td></tr><tr><td class="align_left">0.080813</td><td class="align_center">APK file displayed a float window</td></tr><tr><td class="align_left">0.026626</td><td class="align_center">APK file uploaded geolocation information to the remote server</td></tr><tr><td class="align_left">0.025072</td><td class="align_center">APK file fetched the information of apps installed on the device</td></tr><tr><td class="align_left">0.023656</td><td class="align_center">File wrote a file on the device</td></tr><tr><td class="align_left">0.021470</td><td class="align_center">APK file tried to connect to the URL</td></tr><tr><td class="align_left">0.020729</td><td class="align_center">File wrote an ELF library file on the device</td></tr><tr><td class="align_left">0.017581</td><td class="align_center">APK file sent out an SMS message</td></tr><tr class="table-tr"><td colspan="2"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

<div>Action repetition for dynamic analysis.</div>

Wireless Communications and Mobile Computing

tab2

Table 2

Table 2: An Android Malware Detection Leveraging Machine Learning 