dynare/matlab/particle/resample.m

70 lines
2.0 KiB
Matlab

function indx = resample(weights,method1,method2)
% Resamples particles.
%@info:
%! @deftypefn {Function File} {@var{indx} =} resample (@var{weights}, @var{method})
%! @anchor{particle/resample}
%! @sp 1
%! Resamples particles.
%! @sp 2
%! @strong{Inputs}
%! @sp 1
%! @table @ @var
%! @item weights
%! n*1 vector of doubles, particles' weights.
%! @item method
%! string equal to 'residual' or 'traditional'.
%! @end table
%! @sp 2
%! @strong{Outputs}
%! @sp 1
%! @table @ @var
%! @item indx
%! n*1 vector of intergers, indices.
%! @end table
%! @sp 2
%! @strong{This function is called by:}
%! @sp 1
%! @ref{particle/sequantial_importance_particle_filter}
%! @sp 2
%! @strong{This function calls:}
%! @sp 1
%! @ref{residual_resampling}, @ref{traditional_resampling}
%! @sp 2
%! @end deftypefn
%@eod:
% Copyright (C) 2011, 2012 Dynare Team
%
% This file is part of Dynare.
%
% Dynare 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.
%
% Dynare 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 Dynare. If not, see <http://www.gnu.org/licenses/>.
% AUTHOR(S) frederic DOT karame AT univ DASH evry DOT fr
% stephane DOT adjemian AT univ DASH lemans DOT fr
switch method1
case 'residual'
indx = residual_resampling(weights);
case 'traditional'
if strcmpi(method2,'kitagawa')
indx = traditional_resampling(weights,rand);
elseif strcmpi(method2,'stratified')
indx = traditional_resampling(weights,rand(size(weights)));
else
error('particle::resample: Unknown method!')
end
otherwise
error('particle::resample: Unknown method!')
end