view scripts/special-matrix/invhilb.m @ 14138:72c96de7a403 stable

maint: update copyright notices for 2012
author John W. Eaton <jwe@octave.org>
date Mon, 02 Jan 2012 14:25:41 -0500
parents dd01f0bfd78d
children f3d52523cde1
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## Copyright (C) 1993-2012 Dirk Laurie
##
## 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
## <http://www.gnu.org/licenses/>.

## -*- texinfo -*-
## @deftypefn {Function File} {} invhilb (@var{n})
## Return the inverse of the Hilbert matrix of order @var{n}.  This can be
## computed exactly using
## @tex
## $$\eqalign{
##   A_{ij} &= -1^{i+j} (i+j-1)
##              \left( \matrix{n+i-1 \cr n-j } \right)
##              \left( \matrix{n+j-1 \cr n-i } \right)
##              \left( \matrix{i+j-2 \cr i-2 } \right)^2 \cr
##          &= { p(i)p(j) \over (i+j-1) }
## }$$
## where
## $$
##   p(k) = -1^k \left( \matrix{ k+n-1 \cr k-1 } \right)
##               \left( \matrix{ n \cr k } \right)
## $$
## @end tex
## @ifnottex
##
## @example
## @group
##
##             (i+j)         /n+i-1\  /n+j-1\   /i+j-2\ 2
##  A(i,j) = -1      (i+j-1)(       )(       ) (       )
##                           \ n-j /  \ n-i /   \ i-2 /
##
##         = p(i) p(j) / (i+j-1)
##
## @end group
## @end example
##
## @noindent
## where
##
## @example
## @group
##              k  /k+n-1\   /n\
##     p(k) = -1  (       ) (   )
##                 \ k-1 /   \k/
## @end group
## @end example
##
## @end ifnottex
## The validity of this formula can easily be checked by expanding
## the binomial coefficients in both formulas as factorials.  It can
## be derived more directly via the theory of Cauchy matrices.
## See J. W. Demmel, @cite{Applied Numerical Linear Algebra}, p. 92.
##
## Compare this with the numerical calculation of @code{inverse (hilb (n))},
## which suffers from the ill-conditioning of the Hilbert matrix, and the
## finite precision of your computer's floating point arithmetic.
## @seealso{hilb}
## @end deftypefn

## Author: Dirk Laurie <dlaurie@na-net.ornl.gov>

function retval = invhilb (n)

  if (nargin != 1)
    print_usage ();
  elseif (! isscalar (n))
    error ("invhilb: N must be a scalar integer");
  endif

  ## The point about the second formula above is that when vectorized,
  ## p(k) is evaluated for k=1:n which involves O(n) calls to bincoeff
  ## instead of O(n^2).
  ##
  ## We evaluate the expression as (-1)^(i+j)*(p(i)*p(j))/(i+j-1) except
  ## when p(i)*p(j) would overflow.  In cases where p(i)*p(j) is an exact
  ## machine number, the result is also exact.  Otherwise we calculate
  ## (-1)^(i+j)*p(i)*(p(j)/(i+j-1)).
  ##
  ## The Octave bincoeff routine uses transcendental functions (gammaln
  ## and exp) rather than multiplications, for the sake of speed.
  ## However, it rounds the answer to the nearest integer, which
  ## justifies the claim about exactness made above.

  retval = zeros (n);
  k = [1:n];
  p = k .* bincoeff (k+n-1, k-1) .* bincoeff (n, k);
  p(2:2:n) = -p(2:2:n);
  if (n < 203)
    for l = 1:n
      retval(l,:) = (p(l) * p) ./ [l:l+n-1];
    endfor
  else
    for l = 1:n
      retval(l,:) = p(l) * (p ./ [l:l+n-1]);
    endfor
  endif

endfunction


%!assert (invhilb (1), 1)
%!assert (invhilb (2), [4, -6; -6, 12])
%!test
%! result4 = [16  , -120 , 240  , -140;
%!            -120, 1200 , -2700, 1680;
%!            240 , -2700, 6480 , -4200;
%!            -140, 1680 , -4200, 2800];
%! assert (invhilb (4), result4);
%!assert (abs (invhilb (7) * hilb (7) - eye (7)) < sqrt (eps))

%!error invhilb ()
%!error invhilb (1, 2)
%!error <N must be a scalar integer> invhilb ([1, 2])