In this paper we consider the classical Kaczmarz algorithm for solving system of linear equations. Based on the geometric relationship between the error vector and rows of the coefficient matrix, we derive the optimal strategy of selecting rows at each step of the algorithm for solving consistent system of linear equations. For solving perturbed system of linear equations, a new upper bound in the convergence rate of the randomized Kaczmarz algorithm is obtained.
CITATION STYLE
Huang, X., Liu, G., & Niu, Q. (2020). Remarks on kaczmarz algorithm for solving consistent and inconsistent system of linear equations. In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) (Vol. 12138 LNCS, pp. 225–236). Springer Science and Business Media Deutschland GmbH. https://doi.org/10.1007/978-3-030-50417-5_17
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