A machine learning framework for classifying invulnerabilites [sic] and predicting exploitability. - Mehran Bozorgi (2009)

Beyond heuristics: learning to classify vulnerabilities and predict exploits. - Mehran Bozorgi; Lawrence K. Saul; Stefan Savage; Geoffrey M. Voelker (KDD, 2010)