dynare/matlab/dynare_sensitivity.m

200 lines
7.1 KiB
Matlab

function x0=dynare_sensitivity()
% copyright Marco Ratto 2006
global M_ options_ oo_ bayestopt_
fname_ = M_.fname;
lgy_ = M_.endo_names;
x0=[];
options_ = set_default_option(options_,'opt_gsa',1);
options_gsa_ = options_.opt_gsa;
% map stability
options_gsa_ = set_default_option(options_gsa_,'stab',1);
options_gsa_ = set_default_option(options_gsa_,'redform',0);
options_gsa_ = set_default_option(options_gsa_,'pprior',1);
options_gsa_ = set_default_option(options_gsa_,'ppost',0);
options_gsa_ = set_default_option(options_gsa_,'ilptau',1);
options_gsa_ = set_default_option(options_gsa_,'Nsam',2048);
options_gsa_ = set_default_option(options_gsa_,'load_stab',0);
options_gsa_ = set_default_option(options_gsa_,'alpha2_stab',0.3);
options_gsa_ = set_default_option(options_gsa_,'ksstat',0.1);
%options_gsa_ = set_default_option(options_gsa_,'load_mh',0);
OutputDirectoryName = CheckPath('GSA');
if options_gsa_.stab & ~options_gsa_.ppost,
x0 = stab_map_(options_gsa_.Nsam, options_gsa_.load_stab, options_gsa_.ksstat, options_gsa_.alpha2_stab, ...
options_gsa_.redform, options_gsa_.pprior, options_gsa_.ilptau, OutputDirectoryName);
end
% reduced form
% redform_map(namendo, namlagendo, namexo, icomp, pprior, ilog, threshold)
options_gsa_ = set_default_option(options_gsa_,'load_redform',0);
options_gsa_ = set_default_option(options_gsa_,'logtrans_redform',0);
options_gsa_ = set_default_option(options_gsa_,'threshold_redform',[]);
options_gsa_ = set_default_option(options_gsa_,'ksstat_redform',0.1);
options_gsa_ = set_default_option(options_gsa_,'alpha2_redform',0.3);
options_gsa_ = set_default_option(options_gsa_,'namendo',[]);
options_gsa_ = set_default_option(options_gsa_,'namlagendo',[]);
options_gsa_ = set_default_option(options_gsa_,'namexo',[]);
if options_gsa_.redform & ~isempty(options_gsa_.namendo) & ~options_gsa_.ppost,
redform_map(options_gsa_.namendo, options_gsa_.namlagendo, options_gsa_.namexo, ...
options_gsa_.load_redform, options_gsa_.pprior, options_gsa_.logtrans_redform, ...
options_gsa_.threshold_redform, options_gsa_.ksstat_redform, ...
options_gsa_.alpha2_redform, OutputDirectoryName);
end
% RMSE mapping
% function [rmse_MC, ixx] = filt_mc_(vvarvecm, loadSA, pfilt, alpha, alpha2)
options_gsa_ = set_default_option(options_gsa_,'rmse',0);
options_gsa_ = set_default_option(options_gsa_,'var_rmse',options_.varobs);
options_gsa_ = set_default_option(options_gsa_,'load_rmse',0);
options_gsa_ = set_default_option(options_gsa_,'pfilt_rmse',0.1);
options_gsa_ = set_default_option(options_gsa_,'istart_rmse',1);
options_gsa_ = set_default_option(options_gsa_,'alpha_rmse',0.002);
options_gsa_ = set_default_option(options_gsa_,'alpha2_rmse',1);
%options_.opt_gsa = options_gsa_;
if options_gsa_.rmse,
if ~options_gsa_.ppost
if options_gsa_.pprior
a=load([OutputDirectoryName,'\',fname_,'_prior']);
else
a=load([OutputDirectoryName,'\',fname_,'_mc']);
end
if ~isfield(a,'stock_filter'),
dynare_MC([],OutputDirectoryName);
options_gsa_.load_rmse=0;
end
end
filt_mc_(options_gsa_.var_rmse, options_gsa_.load_rmse, options_gsa_.pfilt_rmse, ...
options_gsa_.alpha_rmse, options_gsa_.alpha2_rmse, OutputDirectoryName, ...
options_gsa_.istart_rmse);
end
options_gsa_ = set_default_option(options_gsa_,'glue',0);
if options_gsa_.glue,
dr_ = oo_.dr;
if options_gsa_.ppost
load([OutputDirectoryName,'\',fname_,'_post']);
DirectoryName = CheckPath('metropolis');
else
if options_gsa_.pprior
load([OutputDirectoryName,'\',fname_,'_prior']);
else
load([OutputDirectoryName,'\',fname_,'_mc']);
end
end
nruns=size(x,1);
gend = options_.nobs;
rawdata = read_variables(options_.datafile,options_.varobs,[],options_.xls_sheet,options_.xls_range);
rawdata = rawdata(options_.first_obs:options_.first_obs+gend-1,:);
if options_.loglinear == 1
rawdata = log(rawdata);
end
if options_.prefilter == 1
%data = transpose(rawdata-ones(gend,1)*bayestopt_.mean_varobs);
data = transpose(rawdata-ones(gend,1)*mean(rawdata,1));
else
data = transpose(rawdata);
end
Obs.data = data;
Obs.time = [1:gend];
Obs.num = gend;
for j=1:size(options_.varobs,1)
Obs.name{j} = deblank(options_.varobs(j,:));
vj=deblank(options_.varobs(j,:));
jxj = strmatch(vj,lgy_(dr_.order_var,:),'exact');
js = strmatch(vj,lgy_,'exact');
if ~options_gsa_.ppost
y0=zeros(gend+1,nruns);
nb = size(stock_filter,3);
y0 = squeeze(stock_filter(:,jxj,:)) + ...
kron(stock_ys(js,:),ones(size(stock_filter,1),1));
Out(j).data = y0';
Out(j).time = [1:size(y0,1)];
else
Out(j).data = jxj;
Out(j).time = [pwd,'\',DirectoryName];
end
Out(j).name = vj;
Out(j).ini = 'yes';
Lik(j).name = ['rmse_',vj];
Lik(j).ini = 'yes';
Lik(j).isam = 1;
Lik(j).data = rmse_MC(:,j)';
if ~options_gsa_.ppost
y0 = squeeze(stock_smooth(:,jxj,:)) + ...
kron(stock_ys(js,:),ones(size(stock_smooth,1),1));
Out1(j).name = vj;
Out1(j).ini = 'yes';
Out1(j).time = [1:size(y0,1)];
Out1(j).data = y0';
else
Out1=Out;
end
ismoo(j)=jxj;
end
jsmoo = size(options_.varobs,1);
for j=1:M_.endo_nbr,
if ~ismember(j,ismoo),
jsmoo=jsmoo+1;
vj=deblank(M_.endo_names(dr_.order_var(j),:));
if ~options_gsa_.ppost
y0 = squeeze(stock_smooth(:,j,:)) + ...
kron(stock_ys(j,:),ones(size(stock_smooth,1),1));
Out1(jsmoo).time = [1:size(y0,1)];
Out1(jsmoo).data = y0';
else
Out1(jsmoo).data = j;
Out1(jsmoo).time = [pwd,'\',DirectoryName];
end
Out1(jsmoo).name = vj;
Out1(jsmoo).ini = 'yes';
end
end
tit(M_.exo_names_orig_ord,:) = M_.exo_names;
for j=1:M_.exo_nbr,
Exo(j).name = deblank(tit(j,:));
end
if ~options_gsa_.ppost
Lik(size(options_.varobs,1)+1).name = 'logpo';
Lik(size(options_.varobs,1)+1).ini = 'yes';
Lik(size(options_.varobs,1)+1).isam = 1;
Lik(size(options_.varobs,1)+1).data = -logpo2;
end
Sam.name = bayestopt_.name;
Sam.dim = [size(x) 0];
Sam.data = [x];
Rem.id = 'Original';
Rem.ind= [1:size(x,1)];
if options_gsa_.ppost
Info.dynare=M_.fname;
Info.order_var=dr_.order_var;
Out=Out1;
save([OutputDirectoryName,'\',fname_,'_post_glue'], 'Out', 'Sam', 'Lik', 'Obs', 'Rem','Info', 'Exo')
%save([fname_,'_post_glue_smooth'], 'Out', 'Sam', 'Lik', 'Obs', 'Rem','Info')
else
if options_gsa_.pprior
save([OutputDirectoryName,'\',fname_,'_prior_glue'], 'Out', 'Sam', 'Lik', 'Obs', 'Rem')
Out=Out1;
save([OutputDirectoryName,'\',fname_,'_prior_glue_smooth'], 'Out', 'Sam', 'Lik', 'Obs', 'Rem')
else
save([OutputDirectoryName,'\',fname_,'_mc_glue'], 'Out', 'Sam', 'Lik', 'Obs', 'Rem')
Out=Out1;
save([OutputDirectoryName,'\',fname_,'_mc_glue_smooth'], 'Out', 'Sam', 'Lik', 'Obs', 'Rem')
end
end
end