Secure Regression on Distributed Databases

Secure Regression on Distributed Databases (2004)

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by Alan F. Karr , Alan F. Karr , Xiaodong Lin , Xiaodong Lin , Ashish P. Sanil , Ashish P. Sanil , Jerome P. Reiter , Jerome P. Reiter

Venue:	J. Computational and Graphical Statist
Citations:	17 - 12 self

BibTeX

@ARTICLE{Karr04secureregression,
    author = {Alan F. Karr and Alan F. Karr and Xiaodong Lin and Xiaodong Lin and Ashish P. Sanil and Ashish P. Sanil and Jerome P. Reiter and Jerome P. Reiter},
    title = {Secure Regression on Distributed Databases},
    journal = {J. Computational and Graphical Statist},
    year = {2004},
    volume = {14},
    pages = {263--279}
}

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Abstract

We present several methods for performing linear regression on the union of distributed databases that preserve, to varying degrees, confidentiality of those databases. Such methods can be used by federal or state statistical agencies to share information from their individual databases, or to make such information available to others. Secure data integration, which provides the lowest level of protection, actually integrates the databases, but in a manner that no database owner can determine the origin of any records other than its own. Regression, associated diagnostics or any other analysis then can be performed on the integrated data.

Citations

968	Tibshirani R: Generalized Additive Models - Hastie
483	Privacy-Preserving Data Mining - Agrawal, Srikant - 2000
350	How to play any mental game - Goldreich, Micali, et al. - 1987
279	Privacy preserving data mining - Lindell, Pinkas - 2002
193	Privacy Preserving Mining of Association Rules - Evfimievski, Srikant, et al. - 2002
159	Privacy preserving association rule mining in vertically partitioned data - Vaidya, Clifton - 2002
121	Privacy-preserving distributed mining of association rules on horizontally partitioned data - Kantarcioglu
98	Secret Sharing Homomorphisms: Keeping Shares of a Secret Secret - Benaloh - 1986
77	Hedonic prices and the demand for clean air - Harrison, Rubinfield - 1978
66	Multi-Party Computations: Past and Present - Goldwasser - 1997
45	S.: Privacy-preserving multivariate statistical analysis: Linear regression and classification - Du, Han, et al. - 2004
43	Disclosure risk vs. data utility: The r-u confidentiality map - Duncan, Keller-McNulty, et al. - 2001
41	Multiple imputation for statistical disclosure limitation - Raghunathan, Reiter, et al.
35	Privacypreserving distributed mining of association rules on horizontally partitioned data - Kantarcıoˇglu, Clifton - 2004
29	Elements of Statistical Disclosure Control - Willenborg, Waal - 2001
28	A practical approach to solve secure multi-party computation problems - Du, Zhan - 2002
22	C (2003) Privacy preserving k-means clustering over vertically partitioned data - Vaidya, Clifton
19	Privacy preserving clustering with distributed EM mixture modeling - Lin, Clifton, et al.
17	Privacy preserving regression modelling via distributed computation - Sanil, Karr, et al. - 2004
16	Inference for partially synthetic, public use microdata sets. Survey Methodology - Reiter - 2003
13	Software systems for tabular data releases - Dobra, Fienberg, et al. - 2002
13	Data dissemination and disclosure limitation in a world without microdata: A risk-utility framework for remote access analysis servers - Gomatam, Karr, et al. - 2005
13	Data swapping as a decision problem - Gomatam, Karr, et al. - 2005
13	Computational disclosure control for medical microdata: the Datafly system - Sweeney - 1997
12	Preserving confidentiality of high-dimensional tabulated data: statistical and computational issues - Dobra, Karr, et al.
11	Disseminating information but protecting confidentiality - Karr, Lee, et al.
11	Privacy preserving analysis of vertically partitioned data using secure matrix products - Sanil, Karr, et al.
7	Analysis of aggregated data in survey sampling with application to fertilizer/pesticide usage surveys - Lee, Holloman, et al.
6	Confidentiality, Disclosure and Data Access: Theory and Practical Applications for Statistical Agencies - Doyle, Lane, et al. - 2001
6	Model diagnostics for remote access regression servers - Reiter
4	Privacy preserving mining of association rules (invited journal version - Evfimievski, Srikant, et al. - 2004
3	Mask or impute - Duncan, Keller–McNulty - 2001
3	issue on disclosure limitation methods for protecting the confidentiality of statistical data - Fienberg, Willenborg - 1998
1	Diagnostics for Remote Access Regression Servers - “Model