Bassily, R., Nissim, K., Smith, A., Steinke, T., Stemmer, U. and Ullman, J. (2015) Algorithmic Stability for Adaptive Data Analysis. - References

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Bassily, R., Nissim, K., Smith, A., Steinke, T., Stemmer, U. and Ullman, J. (2015) Algorithmic Stability for Adaptive Data Analysis.

has been cited by the following article:

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KEYWORDS: Differential Privacy, Least Squares Regularization, Concentration Inequality, Error Decomposition

JOURNAL NAME: Journal of Applied Mathematics and Physics, Vol.5 No.4, April 30, 2017

ABSTRACT: In this paper, we construct a modified least squares regression algorithm which can provide privacy protection. A new concentration inequality is applied and the expected error bound is derived by error decomposition. Furthermore, via the error analysis, we find a method to choose an appropriate parameter to balance the error and privacy.

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