dynare/matlab/long_run_variance.m

48 lines
1.4 KiB
Matlab

function sigma = long_run_variance(data,band)
% Returns the long run variance of data, a T*m matrix.
%
% INPUTS
% data [double] T*m matrix, where T is the number of observations and m the number of variables.
% band [double] scalar, the bandwidth parameter.
%
% OUTPUTS
% sigma [double] m*m matrix.
%
% SPECIAL REQUIREMENTS
% none
% Copyright © 2009-2010 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/>.
verbose = 1;
if nargin<2
[T,~] = size(data);
band = ceil(T^(1/4));
if verbose
disp(['Bandwidth parameter is equal to ' num2str(band) '.'])
end
end
gamma = multivariate_sample_autocovariance(data,band);
sigma = gamma(:,:,1);
for i=1:band
sigma = sigma + bartlett(i,band)*(gamma(:,:,i+1)+transpose(gamma(:,:,i+1)));
end
function w = bartlett(i,n)
w = 1 - i / (n+1);