Proceedings of the 2012 Joint EDBT/ICDT Workshops 2012
DOI: 10.1145/2320765.2320816
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The application of differential privacy to health data

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Cited by 106 publications
(61 citation statements)
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“…The choice of privacy parameters such as ϵ is based on the sensitivity of the information and the desired level of privacy. However, there is a lack of certainty on how to choose the appropriate value of ϵ [102], mainly because there are few practical uses of differential privacy for health data that justify the choice [103].…”
Section: Remote Access Analysis Servermentioning
confidence: 99%
“…The choice of privacy parameters such as ϵ is based on the sensitivity of the information and the desired level of privacy. However, there is a lack of certainty on how to choose the appropriate value of ϵ [102], mainly because there are few practical uses of differential privacy for health data that justify the choice [103].…”
Section: Remote Access Analysis Servermentioning
confidence: 99%
“…Since its introduction in [2], the Laplacian mechanism has become the standard tool in differential privacy and has been used as the basic building block in a number of works on differential privacy analysis in other more complex problem settings, e.g., [10], [11], [12], [13], [14], [5], [15], [16], [17], [18], [19], [20], [21], [22], [23], [24], [25], [26], [27], [28], [29], [30], [31], [32], [33], [34], [35], [36], [37], [38], [39], [40], [41], [42], [43], [44], [45], [46]. Given this near-routine use of the query-output independent adding of Laplacian noise, the following two questions are natural:…”
Section: ) Laplacian Mechanismmentioning
confidence: 99%
“…Dankar et al [12] provide a thorough treatment of the state of the art in differential privacy. They also outline some of the limitations of the model and the various mechanisms that have been proposed to implement it.…”
Section: B Related Workmentioning
confidence: 99%
“…When n y , where n is the number of records within the database and y is the number of cells covered by the query, then the query results will be inaccurate [4], [12]. To evaluate the effect that the size of the database has on the accuracy of our results, we compare the results across the three datasets.…”
Section: Utility Measuresmentioning
confidence: 99%