view scripts/statistics/distributions/betainv.m @ 13171:19b9f17d22af

Overhaul of statistical distribution functions Support class "single" 75% reduction in memory usage More Matlab compatibility for corner cases * betacdf.m, betainv.m, betapdf.m, betarnd.m, binocdf.m, binoinv.m, binopdf.m, binornd.m, cauchy_cdf.m, cauchy_inv.m, cauchy_pdf.m, cauchy_rnd.m, chi2cdf.m, chi2inv.m, chi2pdf.m, chi2rnd.m, discrete_cdf.m, discrete_inv.m, discrete_pdf.m, discrete_rnd.m, empirical_cdf.m, empirical_inv.m, empirical_pdf.m, empirical_rnd.m, expcdf.m, expinv.m, exppdf.m, exprnd.m, fcdf.m, finv.m, fpdf.m, frnd.m, gamcdf.m, gaminv.m, gampdf.m, gamrnd.m, geocdf.m, geoinv.m, geopdf.m, geornd.m, hygecdf.m, hygeinv.m, hygepdf.m, hygernd.m, kolmogorov_smirnov_cdf.m, laplace_cdf.m, laplace_inv.m, laplace_pdf.m, laplace_rnd.m, logistic_cdf.m, logistic_inv.m, logistic_pdf.m, logistic_rnd.m, logncdf.m, logninv.m, lognpdf.m, lognrnd.m, nbincdf.m, nbininv.m, nbinpdf.m, nbinrnd.m, normcdf.m, norminv.m, normpdf.m, normrnd.m, poisscdf.m, poissinv.m, poisspdf.m, poissrnd.m, stdnormal_cdf.m, stdnormal_inv.m, stdnormal_pdf.m, stdnormal_rnd.m, tcdf.m, tinv.m, tpdf.m, trnd.m, unidcdf.m, unidinv.m, unidpdf.m, unidrnd.m, unifcdf.m, unifinv.m, unifpdf.m, unifrnd.m, wblcdf.m, wblinv.m, wblpdf.m, wblrnd.m: Return "single" outputs for "single" inputs, Use logical indexing rather than find() for 75% memory savings, Add tests for all functions, Use consistent documentation across all functions, More Matlab compatibilitcy for corner cases.
author Rik <octave@nomad.inbox5.com>
date Tue, 20 Sep 2011 12:13:13 -0700
parents c792872f8942
children 72c96de7a403
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## Copyright (C) 2011 Rik Wehbring
## Copyright (C) 1995-2011 Kurt Hornik
##
## 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} {} betainv (@var{x}, @var{a}, @var{b})
## For each element of @var{x}, compute the quantile (the inverse of
## the CDF) at @var{x} of the Beta distribution with parameters @var{a}
## and @var{b}.
## @end deftypefn

## Author: KH <Kurt.Hornik@wu-wien.ac.at>
## Description: Quantile function of the Beta distribution

function inv = betainv (x, a, b)

  if (nargin != 3)
    print_usage ();
  endif

  if (!isscalar (a) || !isscalar (b))
    [retval, x, a, b] = common_size (x, a, b);
    if (retval > 0)
      error ("betainv: X, A, and B must be of common size or scalars");
    endif
  endif

  if (iscomplex (x) || iscomplex (a) || iscomplex (b))
    error ("betainv: X, A, and B must not be complex");
  endif

  if (isa (x, "single") || isa (a, "single") || isa (b, "single"))
    inv = zeros (size (x), "single");
  else
    inv = zeros (size (x));
  endif

  k = (x < 0) | (x > 1) | !(a > 0) | !(b > 0) | isnan (x);
  inv(k) = NaN;

  k = (x == 1) & (a > 0) & (b > 0);
  inv(k) = 1;

  k = find ((x > 0) & (x < 1) & (a > 0) & (b > 0));
  if (any (k))
    if (!isscalar (a) || !isscalar (b))
      a = a(k);
      b = b(k);
      y = a ./ (a + b);
    else
      y = a / (a + b) * ones (size (k));
    endif
    x = x(k);

    if (isa (y, "single"))
      myeps = eps ("single");
    else
      myeps = eps;
    endif

    l = find (y < myeps);
    if (any (l))
      y(l) = sqrt (myeps) * ones (length (l), 1);
    endif
    l = find (y > 1 - myeps);
    if (any (l))
      y(l) = 1 - sqrt (myeps) * ones (length (l), 1);
    endif

    y_old = y;
    for i = 1 : 10000
      h     = (betacdf (y_old, a, b) - x) ./ betapdf (y_old, a, b);
      y_new = y_old - h;
      ind   = find (y_new <= myeps);
      if (any (ind))
        y_new (ind) = y_old (ind) / 10;
      endif
      ind = find (y_new >= 1 - myeps);
      if (any (ind))
        y_new (ind) = 1 - (1 - y_old (ind)) / 10;
      endif
      h = y_old - y_new;
      if (max (abs (h)) < sqrt (myeps))
        break;
      endif
      y_old = y_new;
    endfor

    inv(k) = y_new;
  endif

endfunction


%!shared x
%! x = [-1 0 0.75 1 2];
%!assert(betainv (x, ones(1,5), 2*ones(1,5)), [NaN 0 0.5 1 NaN]);
%!assert(betainv (x, 1, 2*ones(1,5)), [NaN 0 0.5 1 NaN]);
%!assert(betainv (x, ones(1,5), 2), [NaN 0 0.5 1 NaN]);
%!assert(betainv (x, [1 0 NaN 1 1], 2), [NaN NaN NaN 1 NaN]);
%!assert(betainv (x, 1, 2*[1 0 NaN 1 1]), [NaN NaN NaN 1 NaN]);
%!assert(betainv ([x(1:2) NaN x(4:5)], 1, 2), [NaN 0 NaN 1 NaN]);

%% Test class of input preserved
%!assert(betainv ([x, NaN], 1, 2), [NaN 0 0.5 1 NaN NaN]);
%!assert(betainv (single([x, NaN]), 1, 2), single([NaN 0 0.5 1 NaN NaN]));
%!assert(betainv ([x, NaN], single(1), 2), single([NaN 0 0.5 1 NaN NaN]));
%!assert(betainv ([x, NaN], 1, single(2)), single([NaN 0 0.5 1 NaN NaN]));

%% Test input validation
%!error betainv ()
%!error betainv (1)
%!error betainv (1,2)
%!error betainv (1,2,3,4)
%!error betainv (ones(3),ones(2),ones(2))
%!error betainv (ones(2),ones(3),ones(2))
%!error betainv (ones(2),ones(2),ones(3))
%!error betainv (i, 2, 2)
%!error betainv (2, i, 2)
%!error betainv (2, 2, i)