Training classifiers for program analysis
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United States of America Patent
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Sep 30, 2014
Grant Date -
Mar 27, 2014
app pub date -
Sep 25, 2012
filing date -
Sep 25, 2012
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Abstract
Methods for training a static security analysis classifier include running an initial security analysis on a training codebase to generate a set of vulnerabilities associated with the training codebase; analyzing the program with a feature set that limits a number of detected vulnerabilities to generate a limited set of vulnerabilities associated with the feature set; comparing the limited set of vulnerabilities to a known vulnerability distribution to generate an accuracy score; and iterating the steps of analyzing and comparing using different feature sets to find a feature set having a highest accuracy score.
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