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Static Analyzer

Static file analyzer built around the research of Yibin Liao http://cobweb.cs.uga.edu/~liao/PE_Final_Report.pdf
Additional information from the following: http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.302.4567&rep=rep1&type=pdf
Static analyzer analyzes a pe file looking for indicators from the above noted research. Using the indicators a machine learning classifier with scikit is created in order to better identify malicious pe's.
main.py contains examples of analyzing the file, updating the ml classifier, and prediciting whether or not a file is malicious based on the classifier generated.

Usage

pi@raspberrypi:~/malware_ma $ python3 main.py test_mal.bin
Analyzing File: test_mal.bin
[11776, 8, 0, 0, 0]
Do you want to check for malware update the ml classifier?
1. Test for malware
2. Update classifier
: 1
probably malware
Do you want to add the analysis to the classifier?
Y or N: n
Not adding to classifier data

Starting to see decent results when testing files. Classifier built with 90 malicious samples and 78 clean samples.

Testing

pi@raspberrypi:~/malware_ma $ python3 classifier_prediction_testing.py
Test score: 90.00 %
prediction:
[1 1 1 0 0 1 1 1 1 1 1 1 1 0 0 0 0 0 1 0]
actual:
[1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0]

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Contributors

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