Training classifiers for program analysis
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United States of America Patent
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Dec 23, 2014
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app pub date -
Oct 25, 2012
filing date -
Sep 25, 2012
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Abstract
Classifier training modules and systems are shown that include a memory configured to store a known vulnerability distribution and an initial feature set; and a processor configured to run an initial security analysis on a training codebase to generate a set of vulnerabilities associated with the training codebase, to analyze the program with the feature set to limit a number of detected vulnerabilities to generate a limited set of vulnerabilities associated with the feature set, to compare the limited set of vulnerabilities to the known vulnerability distribution to generate an accuracy score, and to iteratively refine the analysis by updating the feature set to find a feature set having a highest accuracy score.
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