Towards k-anonymous non-numerical data via semantic resampling

Communications in Computer and Information Science

Volumn 300 CCIS, Issue PART 4, 2012, Pages 519-528

  Martínez, Sergio ^a   Sánchez, David ^a   Valls, Aïda ^a  

^a UNIVERSITAT ROVIRA I VIRGILI   (Spain)

Author keywords

anonymity; Privacy protection; resampling; semantics

Indexed keywords

ANONYMITY; ARITHMETIC OPERATIONS; CATEGORICAL ATTRIBUTES; CONFIDENTIAL INFORMATION; DATA SEMANTICS; DATA SETS; DATABASE RECORDS; INFORMATION LOSS; K-ANONYMITY; MASKED DATA; NUMERICAL ATTRIBUTES; PRIVACY PROTECTION; RESAMPLING; SEMANTIC INTERPRETATION;

ARTIFICIAL INTELLIGENCE; DATA PROCESSING; KNOWLEDGE BASED SYSTEMS; NUMERICAL METHODS; SEMANTICS;

INFORMATION MANAGEMENT;

EID: 84868299331     PISSN: 18650929     EISSN: None     Source Type: Book Series    
DOI: 10.1007/978-3-642-31724-8_54     Document Type: Conference Paper

References (18)

1. Samarati, P., Sweeney, L.: Protecting Privacy when Disclosing Information: k-Anonymity and Its Enforcement through Generalization and Suppression. Technical Report SRI-CSL-98-04, SRI Computer Science Laboratory (1998)
2. Domingo-Ferrer, J.: A Survey of Inference Control Methods for Privacy-Preserving Data Mining. In: Aggarwal, C.C., Yu, P.S. (eds.) Privacy-Preserving Data Mining, vol. 34, pp. 53-80. Springer US (2008)
3. Heer, G.R.: A bootstrap procedure to preserve statistical confidentiality in contingency tables. In: Int. Seminar on Statistical Confidentiality, Eurostat, pp. 261-271 (1993)
4. Domingo-Ferrer, J., Mateo-Sanz, J.M.: Practical Data-Oriented Microaggregation for Statistical Disclosure Control. IEEE Trans. on Knowl. and Data Eng. 14, 189-201 (2002)
5. Herranz, J., Nin, J., Torra, V.: Distributed Privacy-Preserving Methods for Statistical Disclosure Control. In: Garcia-Alfaro, J., Navarro-Arribas, G., Cuppens-Boulahia, N., Roudier, Y. (eds.) DPM 2009. LNCS, vol. 5939, pp. 33-47. Springer, Heidelberg (2010)
6. Karr, A.F., Kohnen, C.N., Oganian, A., Reiter, J.P., Sanil, A.P.: A Framework for Evaluating the Utility of Data Altered to Protect Confidentiality. The American Statistician 60, 224-232 (2006)
7. Torra, V.: Towards knowledge intensive data privacy. In: Proceedings of the 5th International Workshop on Data Privacy Management, and 3rd International Conference on Autonomous Spontaneous Security, pp. 1-7. Springer, Athens (2011)
8. Martínez, S., Sánchez, D., Valls, A., Batet, M.: Privacy protection of textual attributes through a semantic-based masking method. Information Fusion. Special Issue on Privacy and Security 13, 304-314 (2012)
9. Wu, Z., Palmer, M.: Verbs semantics and lexical selection. In: The 32nd Annual Meeting on Association for Computational Linguistics, pp. 133-138. Association for Computational Linguistics, Las Cruces (1994)
10. Domingo-Ferrer, J., Mateo-Sanz, J.M.: Resampling for statistical confidentiality in contingency tables. Computers & Mathematics with Applications 38, 13-32 (1999)
11. Jones, D.H., Adam, N.R.: Disclosure avoidance using the bootstrap and other resampling schemes. In: Proceedings of the Fifth Annual Research Conference, U.S. Bureau of the Census, pp. 446-455 (1989)
12. Abril, D., Navarro-Arribas, G., Torra, V.: Towards Semantic Microaggregation of Categorical Data for Confidential Documents. In: Torra, V., Narukawa, Y., Daumas, M. (eds.) MDAI 2010. LNCS, vol. 6408, pp. 266-276. Springer, Heidelberg (2010)
13. Torra, V.: Microaggregation for Categorical Variables: A Median Based Approach. In: Domingo-Ferrer, J., Torra, V. (eds.) PSD 2004. LNCS, vol. 3050, pp. 162-174. Springer, Heidelberg (2004)
14. Martínez, S., Sánchez, D., Valls, A.: Ontology-Based Anonymization of Categorical Values. In: Torra, V., Narukawa, Y., Daumas, M. (eds.) MDAI 2010. LNCS, vol. 6408, pp. 243-254. Springer, Heidelberg (2010)
15. Martínez, S., Sánchez, D., Valls, A., Batet, M.: The Role of Ontologies in the Anonymization of Textual Variables. In: Proceeding of the 2010 conference on Artificial Intelligence Research and Development: Proceedings of the 13th International Conference of the Catalan Association for Artificial Intelligence, pp. 153-162. IOS Press (2010)
16. Fellbaum, C.: WordNet: An Electronic Lexical Database (Language, Speech, and Communication). The MIT Press (1998)
17. Ding, L., Finin, T., Joshi, A., Pan, R., Cost, R.S., Peng, Y., Reddivari, P., Doshi, V., Sachs, J.: Swoogle: a search and metadata engine for the semantic web. In: Proceedings of the Thirteenth ACM International Conference on Information and Knowledge Management, pp. 652-659. ACM, Washington, D.C. (2004)
18. Hettich, S., Bay, S.D.: The UCI KDD Archive (1999)