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Faster PCA and Linear Regression through Hypercubes in HElib
Leveled homomorphic encryption PCA Linear Regression
2018/9/6
The significant advancements in the field of homomorphic encryption have led to a grown interest in securely outsourcing data and computation for privacy critical applications. In this paper, we focus...
Linear Regression Side Channel Attack Applied on Constant XOR
linear regression side channel attack constant XOR
2017/12/20
Linear regression side channel attack (LRA) used to be known as a robust attacking method as it makes use of independent bits leakage. This leakage assumption is more general than Hamming weight/ Hamm...
Privacy-Preserving Linear Regression on Distributed Data
Distributed Data efficient cryptographic tools
2017/4/19
Linear regression is an important statistical tool that models the relationship between some explanatory values and an outcome value using a linear function. In many current applications (e.g. predict...
Secure Linear Regression on Vertically Partitioned Datasets
cryptographic protocols scalable solutions
2016/12/9
We propose multi-party computation protocols for securely computing a linear regression model from a training dataset whose columns are distributed among several parties. Our solution enables organiza...
Fast and Secure Linear Regression and Biometric Authentication with Security Update
Homomorphic encryption LWE assumption
2015/12/29
We explicitly present a homomorphic encryption scheme with a flexible encoding of plaintexts.
We prove its security under the LWE assumption, and innovatively show how the scheme can be
used to hand...
A New Second Order Side Channel Attack Based on Linear Regression
applications / Side-Channel tochastic Masking Second-Order inear Regression
2012/3/26
Embedded implementations of cryptographic primitives need protection against Side Channel Analysis. Stochastic attacks, introduced by Schindler et al. at CHES 2005, are an example of such an analysis....