Minimizing the disclosure risk of semantic correlations in document sanitization

Information Sciences

Volumn 249, Issue , 2013, Pages 110-123

  Sánchez, David ^a   Batet, Montserrat ^a   Viejo, Alexandre ^a  

^a UNIVERSITAT ROVIRA I VIRGILI   (Spain)

Author keywords

Document sanitization; Information theory; Privacy; Semantic correlation

Indexed keywords

DISCLOSURE RISK; DOCUMENT SANITIZATION; INFORMATION SHARING; PRIVACY PRESERVING; PRIVACY THREATS; SANITIZATION; SEMI-AUTOMATICS; TEXTUAL DOCUMENTS;

DATA PRIVACY; INFORMATION THEORY;

SEMANTICS;

EID: 84883183011     PISSN: 00200255     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.ins.2013.06.042     Document Type: Article

References (44)

1. D. Abril, G. Navarro-Arribas, and V. Torra On the declassification of confidential documents 8th International Conference on Modeling Decision for Artificial Intelligence, MDAI 2011 2011 Springer 235 246
2. B. Anandan, C. Clifton, Significance of term relationships on anonymization, in: IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology-Workshops, Lyon, France, 2011, pp. 253-256.
3. G. Bouma Normalized (pointwise) mutual information in collocation extraction E.d.C.S. Chiarcos, Biennial GSCL Conference 2009 2009 Gunter Narr Verlag Tübingen, Germany 31 40
4. R.L. Cilibrasi, and P.M.B. Vitányi The Google similarity distance IEEE Transactions on Knowledge and Data Engineering 19 2006 370 383
5. T.V.d. Cruys, Two multivariate generalizations of pointwise mutual information, in: Workshop on Distributional Semantics and Compositionality (DiSCo'2011), Association for Computational Linguistics, Portland, Oregon, USA, 2011, pp. 16-20.
6. C. Cumby, R. Ghani, A machine learning based system for semiautomatically redacting documents, in: Twenty-Third Conference on Innovative Applications of Artificial Intelligence, San Francisco, California, USA, 2011, pp. 1628-1635.
7. V.T. Chakaravarthy, H. Gupta, P. Roy, M.K. Mohania, Efficient techniques for document sanitization, in: 17th ACM Conference on Information and Knowledge Management (CIKM'08), Napa Valley, California, USA, 2008, pp. 843-852.
8. D. Chen, H. Zhao, Data security and privacy protection issues in cloud computing, in: 2012 International Conference on Computer Science and Electronics Engineering (ICCSEE'12), Hangzhou, China, 2012, pp. 647-651.
9. K.W. Church, and P. Hanks Word association norms, mutual information, and lexicography Computational Linguistics 16 1990 22 29
10. Department of Health and Human Services, The Health Insurance Portability and Accountability Act of 1996, 2000.
11. J. Domingo-Ferrer A survey of inference control methods for privacy-preserving data mining C.C. Aggarwal, P.S. Yu, Privacy-Preserving Data Mining 2008 Springer 53 80
12. D. Dorr, W. Phillips, S. Phansalkar, S. Sims, and J. Hurdle Assessing the difficulty and time cost of de-identification in clinical narratives Methods of Information in Medicine 45 2006 246 252
13. M. Douglass, G. Cliffford, A. Reisner, W. Long, G. Moody, R. Mark, De-identification algorithm for free-text nursing notes, in: Computers in Cardiology, 2005, pp. 331-334.
14. C. Fellbaum WordNet: An Electronic Lexical Database 1998 MIT Press Cambridge, Massachusetts
15. J. Finkel, T. Grenager, C. Manning, Incorporating non-local information into information extraction systems by gibbs sampling, in: 43rd Annual Meeting of the Association for Computational Linguistics (ACL'05), Ann Arbor, USA, 2005, pp. 363-370.
16. W. Jiang, M. Murugesan, C. Clifton, L. Si, t-plausibility: Semantic preserving text sanitization, in: International Conference on Computational Science and Engineering (CSE'09), Vancouver, Canada, 2009, pp. 68-75.
17. S. Martínez, D. Sánchez, and A. Valls Semantic adaptive microaggregation of categorical microdata Computers & Security 31 2012 653 672
18. S. Martínez, D. Sánchez, and A. Valls A semantic framework to protect the privacy of electronic health records with non-numerical attributes Journal of Biomedical Informatics 46 2013 294 303
19. S. Martínez, D. Sánchez, A. Valls, and M. Batet Privacy protection of textual attributes through a semantic-based masking method Information Fusion 13 2012 304 314
20. R. Mishra, S. Dash, D. Mishra, A. Tripathy, A privacy preserving repository for securing data across the cloud, in: 3rd International Conference on Electronics Computer Technology (ICECT'11), 2011, pp. 6-10.
21. National Security Agency, Redacting with Confidence: How to Safely Publish Sanitized Reports Converted from Word to Pdf, 2005.
22. National Security Agency, Redaction of Pdf Files using Adobe Acrobat Professional X, in, 2011.
23. P. Resnik Semantic similarity in a taxonomy: an information-based measure and its application to problems of ambiguity in natural language Journal of Artificial Intelligence Research 11 1999 95 130
24. P. Resnik Using information content to evaluate semantic similarity in a taxonomy C.S. Mellish, 14th International Joint Conference on Artificial Intelligence, IJCAI 1995 1995 Morgan Kaufmann Publishers Inc. Montreal, Quebec, Canada 448 453
25. D. Sánchez A methodology to learn ontological attributes from the Web Data & Knowledge Engineering 69 2010 573 597
26. D. Sánchez, and M. Batet A new model to compute the information content of concepts from taxonomic knowledge International Journal on Semantic Web and Information Systems 8 2012 34 50
27. D. Sánchez, and M. Batet Semantic similarity estimation in the biomedical domain: an ontology-based information-theoretic perspective Journal of Biomedical Informatics 44 2011 749 759
28. D. Sánchez, M. Batet, and D. Isern Ontology-based information content computation Knowledge-Based Systems 24 2011 297 303
29. D. Sánchez, M. Batet, and A. Valls Web-based semantic similarity: an evaluation in the biomedical domain International Journal of Software and Informatics 4 2010 39 52
30. D. Sánchez, M. Batet, A. Valls, and K. Gibert Ontology-driven web-based semantic similarity Journal of Intelligent Information Systems 35 2010 383 413
31. D. Sánchez, M. Batet, and A. Viejo Automatic general-purpose sanitization of textual documents IEEE Transactions on Information Forensics and Security 8 2013 853 862
32. D. Sánchez, M. Batet, and A. Viejo Detecting sensitive information from textual documents: an information-theoretic approach 9th International Conference on Modeling Decisions for Artificial Intelligence, MDAI 2012 2012 Springer 173 184
33. D. Sánchez, J. Castellà-Roca, and A. Viejo Knowledge-based scheme to create privacy-preserving but semantically-related queries for web search engines Information Sciences 218 2013 17 30
34. D. Sánchez, and D. Isern Automatic extraction of acronym definitions from the Web Applied Intelligence 34 2011 311 327
35. D. Sánchez, and A. Moreno Learning non-taxonomic relationships from web documents for domain ontology construction Data & Knowledge Engineering 63 2008 600 623
36. D. Sánchez, and A. Moreno Pattern-based automatic taxonomy learning from the Web AI Communications 21 2008 27 48
37. D. Sánchez, A. Moreno, and L.D. Vasto-Terrientes Learning relation axioms from text: an automatic Web-based approach Expert Systems with Applications 39 2012 5792 5805
38. L. Sweeney k-Anonymity: a model for protecting privacy International Journal Uncertainty Fuzziness Knowledge-Based Systems 10 2002 557 570
39. L. Sweeney, Replacing personally-identifying information in medical records, the scrub system, in: 1996 American Medical Informatics Association Annual Fall Symposium, Washington, DC, USA, 1996, pp. 333-337.
40. M. Terrovitis, N. Mamoulis, P. Kalnis, Privacy-preserving anonymization of set-valued data, in: Proceedings of the VLDB Endowment, 2008, pp. 115-125.
41. P.D. Turney Mining the web for synonyms: PMI-IR versus LSA on TOEFL L. De Raedt, P. Flach, 12th European Conference on Machine Learning, ECML 2001 2001 Springer-Verlag Freiburg, Germany 491 502
42. A. Tveit, O. Edsberg, T.B. Rost, A. Faxvaag, O. Nytro, T. Nordgard, M.T. Ranang, A. Grimsmo, Anonymization of general practioner medical records, in: Second HelsIT Conference, 2004.
43. C. Vicient, D. Sánchez, and A. Moreno An automatic approach for ontology-based feature extraction from heterogeneous textual resources Engineering Applications of Artificial Intelligence 26 2013 1092 1106
44. A. Viejo, D. Sánchez, and J. Castellà-Roca Preventing automatic user profiling in Web 2.0 applications Knowledge-Based Systems 36 2012 191 205