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The features given to their random forest classifier appear to be: * assembly language instruction features: "token unigrams and bigrams" * decompiled lexical
by bshanks 11y ago
The features given to their random forest classifier appear to be:
* assembly language instruction features: "token unigrams and bigrams"
* decompiled lexical features (unparsed decompiled text): "word unigrams, which capture the integer types used in a program, names of library functions, and names of internal functions when symbol information is available"
* syntactic features (from the parsed AST of the decompiled text): "AST node unigrams, labeled AST edges, AST node term frequency inverse document frequency (TFIDF), and AST node average depth"
* basic block features: TF-IDF weighted "unigrams and bigrams, that is, single
basic blocks and sequences of two basic blocks"
source: http://www.princeton.edu/~aylinc/papers/caliskan-islam_when.pdf http://www.princeton.edu/~aylinc/papers/caliskan-islam_when....