view scripts/linear-algebra/orth.m @ 31122:46e15523ca06

perms.m: Small cleanups for Octave coding conventions (bug #60364) * perms.m: Wrap long lines in documentation to < 80 characters. Change output in documentation example to match what Octave actually produces. Use true/false for boolean variable "unique_v" rather than 0/1. Cuddle parentheses when doing indexing and use a space when calling a function. Add FIXME notes requesting an explanation of the apparently complicated algorithm being used for permutations and unque permutations. Remove period at end of error() message text per Octave conventions. Change BIST input validation to more precisely check error() message.
author Rik <rik@octave.org>
date Tue, 05 Jul 2022 08:57:15 -0700
parents 5d3faba0342e
children
line wrap: on
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########################################################################
##
## Copyright (C) 1994-2022 The Octave Project Developers
##
## See the file COPYRIGHT.md in the top-level directory of this
## distribution or <https://octave.org/copyright/>.
##
## This file is part of Octave.
##
## Octave is free software: you can redistribute it and/or modify it
## under the terms of the GNU General Public License as published by
## the Free Software Foundation, either version 3 of the License, or
## (at your option) any later version.
##
## Octave is distributed in the hope that it will be useful, but
## WITHOUT ANY WARRANTY; without even the implied warranty of
## MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
## GNU General Public License for more details.
##
## You should have received a copy of the GNU General Public License
## along with Octave; see the file COPYING.  If not, see
## <https://www.gnu.org/licenses/>.
##
########################################################################

## -*- texinfo -*-
## @deftypefn  {} {@var{B} =} orth (@var{A})
## @deftypefnx {} {@var{B} =} orth (@var{A}, @var{tol})
## Return an orthonormal basis of the range space of @var{A}.
##
## The dimension of the range space is taken as the number of singular values
## of @var{A} greater than @var{tol}.  If the argument @var{tol} is missing, it
## is computed as
##
## @example
## max (size (@var{A})) * max (svd (@var{A})) * eps
## @end example
## @seealso{null}
## @end deftypefn

function B = orth (A, tol)

  if (nargin < 1)
    print_usage ();
  endif

  if (isempty (A))
    B = [];
    return;
  endif

  [U, S, V] = svd (A);

  [rows, cols] = size (A);

  [S_nr, S_nc] = size (S);

  if (S_nr == 1 || S_nc == 1)
    s = S(1);
  else
    s = diag (S);
  endif

  if (nargin == 1)
    if (isa (A, "single"))
      tol = max (size (A)) * s (1) * eps ("single");
    else
      tol = max (size (A)) * s (1) * eps;
    endif
  endif

  rank = sum (s > tol);

  if (rank > 0)
    B = -U(:, 1:rank);
  else
    B = zeros (rows, 0);
  endif

endfunction


%!test
%! for i = 1:20
%!   A = rand (10, 10);
%!   V = orth (A);
%!   if (det (A) != 0)
%!     assert (V'*V, eye (10), 100*eps);
%!   endif
%! endfor