ndarray-gram-schmidt-qr-complex v1.0.2

ndarray-gram-schmidt-qr-complex

A module for calculating the in-place QR decomposition of a complex matrix

Introduction

The algorithm is the numerically stable variant of the Gram-Schmidt QR decomposition as found on p. 58 of Trefethen and Bau's Numerical Linear Algebra. In pseudocode, the algorithm is:

for i = 1 to n
  v_i = a_i

for i = 1 to n
  r_ii = ||v_i||
  q_i = v_i / r_ii

  for j = i+1 to n
    r_ij = q_i' * v_j
    v_j = v_j - r_ij * q_i

For real numbers, see ndarray-gram-schmidt-qr.

Usage

The algorithm currently only calculates the in-place QR decomposition and returns true on successful completion.

var qr = require('ndarray-gram-schmidt-qr-complex'),
    pool = require('ndarray-scratch');

var A_r = ndarray( new Float64Array([1,2,7,4,5,1,7,4,9]), [3,3] ),
    A_i = ndarray( new Float64Array([9,3,2,4,4,0,4,1,1]), [3,3] ),
    R_r = pool.zeros( A_r.shape, A_r.dtype );
    R_i = pool.zeros( A_r.shape, A_r.dtype );

qr( A_r, A_i, R_r, R_i );

Then the product A * R is approximately equal to the original matrix.

Credits

(c) 2015 Ricky Reusser. MIT License