Randomized LU Decomposition (Rectangular Matrix LU Decomposition LU Decomposition)

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Time Complexity

$O(n^{3})$

Space Complexity

$\tilde{O}(nl + ml)$ words

(Derived: Two intermediate auxiliary matrices of sizes $n \times l$ and $m \times l$ for the input matrix of size $m \times n$)

Description

Approximate?

Approximate

Approximation Factor: See Theorem 4.3 in original paper for error bound

Randomized?

Yes, Monte Carlo

Model of Computation

Word RAM

Year

2016

Reference

https://www.sciencedirect.com/science/article/pii/S1063520316300069