Empirical evaluation

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Abstract

In this chapter we describe an empirical evaluation of selected Bloom filter based encoding and hardening techniques we have described in Chapters 8 and 9 with regard to their linkage quality, scalability, and privacy. We describe the data sets and software used for this evaluation, the experimental platform employed, as well as the evaluation measures we used. The aim of this chapter is to provide the reader with an example of how sensitive databases can be linked using privacy-preserving linkage techniques, and how such a linkage exercise can be evaluated. We further describe how to use the software employed for this evaluation in Appendix B.

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Vidanage, A., & Vaiwsri, S. (2020). Empirical evaluation. In Linking Sensitive Data: Methods and Techniques for Practical Privacy-Preserving Information Sharing (pp. 323–344). Springer International Publishing. https://doi.org/10.1007/978-3-030-59706-1_12

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