dynare/matlab/optimize_prior.m

65 lines
2.3 KiB
Matlab

function optimize_prior(DynareOptions, ModelInfo, DynareResults, BayesInfo, EstimationInfo, pnames)
% This routine computes the mode of the prior density using an optimization algorithm.
% Copyright © 2015-2017 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 <https://www.gnu.org/licenses/>.
DynareResults.dr = set_state_space(DynareResults.dr, ModelInfo, DynareOptions);
% Initialize to the prior mean
xparam1 = Prior.p1;
% Pertubation of the initial condition.
look_for_admissible_initial_condition = true; scale = 1.0; iter = 0;
while look_for_admissible_initial_condition
xinit = xparam1+scale*randn(size(xparam1));
if all(xinit>Prior.p3) && all(xinit<Prior.p4)
ModelInfo = set_all_parameters(xinit, EstimationInfo, ModelInfo);
[dr, INFO, ModelInfo, DynareResults] = resol(0, ModelInfo, DynareOptions, DynareResults);
if ~INFO(1)
look_for_admissible_initial_condition = false;
end
else
if iter==2000
scale = scale/1.1;
iter = 0;
else
iter = iter+1;
end
end
end
% Maximization of the prior density
[xparams, lpd, hessian_mat] = ...
maximize_prior_density(xinit, pnames, DynareOptions, ModelInfo, Prior, EstimationInfo, DynareResults);
% Display results.
skipline(2)
disp('------------------')
disp('PRIOR OPTIMIZATION')
disp('------------------')
skipline()
for i = 1:length(xparams)
dprintf('deep parameter %u: %s.', i, get_the_name(i, 0, ModelInfo, EstimationInfo, DynareOptions))
dprintf(' Initial condition ........ %s.', num2str(xinit(i)))
dprintf(' Prior mode ............... %s.', num2str(Prior.p5(i)))
dprintf(' Optimized prior mode ..... %s.', num2str(xparams(i)))
skipline()
end
skipline()