Rectangular Matrix LU Decomposition

Lower–upper (LU) decomposition or factorization factors a matrix as the product of a lower triangular matrix and an upper triangular matrix. In the general case, the input is an m×nm \times n matrix.

Parameters

  • mm: number of rows in input matrix
  • nn: number of columns in input matrix
  • ll: number of columns chosen to use in the decomposition (lkl \geq k)
  • kk: desired rank of decomposition

Filters

Computational Model

Randomization

Approximation

Algorithms Table

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Randomized LU Decomposition2016O(n3)O(n^3)O~(nl+ml)\tilde{O}(nl + ml)

Reductions Table

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Other relevant algorithms

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