X-Git-Url: https://git.creatis.insa-lyon.fr/pubgit/?p=CreaPhase.git;a=blobdiff_plain;f=octave_packages%2Feconometrics-1.0.8%2Fscale_data.m;fp=octave_packages%2Feconometrics-1.0.8%2Fscale_data.m;h=a103e4d51b418f98b8d1223a01d753b33a576d59;hp=0000000000000000000000000000000000000000;hb=f5f7a74bd8a4900f0b797da6783be80e11a68d86;hpb=1705066eceaaea976f010f669ce8e972f3734b05 diff --git a/octave_packages/econometrics-1.0.8/scale_data.m b/octave_packages/econometrics-1.0.8/scale_data.m new file mode 100644 index 0000000..a103e4d --- /dev/null +++ b/octave_packages/econometrics-1.0.8/scale_data.m @@ -0,0 +1,45 @@ +# Copyright (C) 2003,2004 Michael Creel +# +# This program 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 2 of the License, or +# (at your option) any later version. +# +# This program 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 this program; If not, see . + +# Standardizes and normalizes data matrix, +# primarily for use by BFGS + +function [zz, scalecoefs] = scale_data(z); + + n = rows(z); + k = columns(z); + + # Scale data + s = std(z)'; + test = s != 0; + s = s + (1 - test); # don't scale if column is a constant (avoid div by zero) + A = diag(1 ./ s); + + # De-mean all variables except constant, if a constant is present + test = std(z(:,1)) != 0; + if test + bb = zeros(n,k); + b = zeros(k,1); + else + b = -mean(z)'; + test = std(z)' != 0; + # don't take out mean if the column is a constant, to preserve identification + b = b .* test; + b = A*b; + bb = (diag(b) * ones(k,n))'; + endif + zz = z*A + bb; + scalecoefs = {A,b}; +endfunction