Malware detection system and method for compressed data on mobile platforms
View Patent ↗A system and method for detecting malware in compressed data. The system and method identifies a set of search strings extracted from compressed executables, each of which is infected with malware from a family of malware. The search strings detect the presence of the family of malware in other compressed executables, fragments of compressed executables, or data streams.
1. A computing device for developing search strings for detecting malware in compressed data, the device comprising:
a non-transitory memory having stored thereon a plurality of malware-infected executables infected with a family of malware, wherein each of the plurality of malware-infected executables comprises a respective compressed code portion; and
a hardware-based processor configured to:
extract a plurality of candidate strings from the compressed code portions of the plurality of malware-infected executables;
identify at least one of the plurality of candidate strings that is present in each of the plurality of malware-infected executables as a search string common to the compressed code portions of the plurality of malware-infected executables; and
store the search string common to the plurality of malware-infected executables to a mobile device to cause the mobile device to determine whether target applications including compressed code portions are infected with malware based at least in part on the search string.
2. The computing device of claim 1 , wherein the hardware-based processor is configured to extract candidate strings from uncompressed header portions of the plurality of malware-infected executables.
3. The computing device of claim 1 , wherein the candidate strings are extracted from non-ASCII portions of the compressed code portions of the plurality of malware-infected executables.
4. The computing device of claim 1 , wherein the hardware-based processor is configured to identify a plurality of search strings common to the compressed code portions of the plurality of malware-infected executables from the plurality of candidate strings.
5. The computing device of claim 1 , wherein to searching is performed using an algorithm selected from the group consisting of: a greedy algorithm, a heuristic algorithm, an evolutionary algorithm, and dynamic programming.
6. The computing device of claim 1 , wherein the hardware-based processor is configured to:
receive a target executable with the search string present in the target executable;
incorporate the target executable into the plurality of malware-infected executables;
re-execute the identifying to develop one or more improved search strings; and,
distribute the improved search strings to the mobile device.
7. The computing device of claim 6 , wherein the hardware-based processor distributes the improved search strings using a device independent secure management protocol.
8. A mobile device for detecting malware in compressed data, the mobile device comprising:
a non-transitory memory configured to store a search string common to compressed code portions of a plurality of malware-infected executables, wherein each of the malware-infected executables is infected with a family of malware; and
a hardware-based processor configured to:
scan a compressed code portion of a target executable for the search string to detect whether the search string is present in the compressed code portion of the target executable, and
determine that the target executable is infected with malware from the family of malware when the search string is detected in the compressed code portion of the target executable.
9. The mobile device of claim 8 , wherein the hardware-based processor is further configured to:
obtain a second, different search string extracted from uncompressed header portions of the malware-infected executables; and
scan an uncompressed header of the target executable for the second search string.
10. The mobile device of claim 8 , wherein the hardware-based processor is further configured to report the target executable to an operational support system after determining that the search string is present in the compressed code portion of the target executable.
11. The mobile device of claim 8 , wherein the mobile device is selected from a group consisting of: a mobile telephone, a smart phone, a mobile computing device, a smart handheld device, and a network element.