A machine learning based system for semi-automatically redacting documents

Proceedings of the National Conference on Artificial Intelligence

Volumn 2, Issue , 2011, Pages 1628-1635

  Cumby, Chad ^a   Ghani, Rayid ^a  

^a ACCENTURE   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

CLIENT SPECIFIC; DATA SETS; DISCLOSURE RISK; EXPERIMENTAL EVALUATION; FINE-GRAINED CONTROL; MICROSOFT WORD; MULTICLASS CLASSIFICATION PROBLEMS; PRIVACY BREACHES; PROTOTYPE TOOLS; SEMI-AUTOMATED SYSTEMS; TEXT CORPORA; TEXT DATA; TEXT DOCUMENT;

ARTIFICIAL INTELLIGENCE; AUTOMATION;

DATA PRIVACY;

EID: 80055045383     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (17)

1. Chakaravarthy, V. T.; Gupta, H.; Mohania, M. K.; and Roy, P. 2008. Efficient techniques for document sanitization. In Proceedings of CIKM-2008.
2. Chow, R.; Golle, P.; and Staddon, J. 2008. Detecting privacy leaks using corpus-based association rules. In Proceedings of KDD-2008.
3. Chow, R.; Oberst, I.; and Staddon, J. 2009. Sanitization's slippery slope: The design and study of a text revision assistant. In Proceedings of SOUPS-2009.
4. Dalvi, N.; Domingos, P.; Mausam; Sanghai, S.; and Verma, D. 2004. Adversarial classification. In Proceedings of KDD-2004.
5. Dwork, C. 2006. Differential privacy. In Proceedings of ICALP-2006.
6. Finkel, J. R.; Grenager, T.; and Manning, C. 2005. Incorporating non-local information into information extraction systems by gibbs sampling. In Proceedings of ACL-2005), 363-370.
7. Haber, S.; Hatano, Y.; Honda, Y.; Home, W. G.; Miyazaki, K.; Sander, T.; Tezoku, S.; and Yao, D. 2008. Efficient signature schemes supporting redaction, pseudonymization, and data deidentification. In Proceedings of ASIACCS-2008, 353-362.
8. Jones, R.; Kumar, R.; Pang, B.; and Tomkins, A. 2007. I know what you did last summer: Query logs and user privacy. In Proceedings of CIKM-2007.
9. Jones, R.; Kumar, R.; Pang, B.; and Tomkins, A. 2008. Vanity fair: Privacy in querylog bundles. In Proceedings of CIKM-2008.
10. Kifer, D., and Gehrke, J. 2006. 1-diversity: Privacy beyond k-anonymity. In Proceedings of ICDE-2006.
11. Lang, K. 1995. Newsweeder: Learning to filter netnews. In Proceedings ICML-95.
12. McCallum, A. K.; Rosenfeld, R.; Mitchell, T. M.; and Ng, A. Y. 1998. Improving text classification by shrinkage in a hierarchy of classes. In Proceedings of ICML-1998, 359-367.
13. NSA-SNAC. 2005. Redacting with confidence: How to safely publish sanitized reports converted from word to pdf. Technical Report I333-015R-2005, Information Assurance Directorate, National Security Agency.
14. Rennie, J. D. M.; Shih, L.; Teevan, J.; and Karger, D. R. 2003. Tackling the poor assumptions of naive bayes text classifiers. In Proceedings of ICML-2003.
15. Sweeney, L. 2002. Achieving k-anonymity privacy protection using generalization and suppression. Intl. Journal on Uncertainty, Fuzziness and Knowledge-based Systems 10.
16. Terrovitis, M.; Mamoulis, N.; and Kalnis, P. 2008. Privacy-preserving anonymization of set-valued data. Proceedings of VLDB Endow. 1(1).
17. Yang, Y., and Pedersen, J. O. 1997. A comparative study on feature selection in text categorization. In Proceedings of ICML-97.