1. Solving systems of linear Boolean equations with noisy right-hand sides over the reals.
- Author
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Alekseev, Evgeny K., Oshkin, Igor' B., Popov, Vladimir O., and Smyshlyaev, Stanislav V.
- Subjects
BOOLEAN algebra ,LINEAR equations ,PROBLEM solving ,RANDOM variables ,RANDOM noise theory - Abstract
The paper is concerned with the problem of solution of a system of linear equations with noisy right-hand side in the following setting: one knows a random m × N-matrix A with entries from {−1, 1} and a vector xA + ξ ∈ R
N , where ξ is the noise vector from RN , whose entries are independent realizations of a normally distributed random variable with parameters 0 and σ², and x is a random vector with coordinates from {−1, 1}. The sought-for parameter is the vector x. We propose a method for constructing a set containing the sought-for vector with probability not smaller than the given one and estimate the cardinality of this set. Theoretical calculations of the parameters of the method are illustrated by experiments demonstrating the practical implementability of the method for cases when direct enumeration of all possible values of x is unfeasible. [ABSTRACT FROM AUTHOR]- Published
- 2018
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