Mercurial > hg > octave-lyh
diff scripts/signal/arch_rnd.m @ 3191:e4f4b2d26ee9
[project @ 1998-10-23 05:43:59 by jwe]
author | jwe |
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date | Fri, 23 Oct 1998 05:44:01 +0000 |
parents | |
children | 041ea33fbbf4 |
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new file mode 100644 --- /dev/null +++ b/scripts/signal/arch_rnd.m @@ -0,0 +1,87 @@ +## Copyright (C) 1995, 1996, 1997 Kurt Hornik +## +## 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, 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 file. If not, write to the Free Software Foundation, +## 59 Temple Place - Suite 330, Boston, MA 02111-1307, USA. + +## usage: y = arch_rnd (a, b, T) +## +## Simulates an ARCH sequence y of length T with AR coefficients b and +## CH coefficients a. +## I.e., y follows the model +## y(t) = b(1) + b(2) * y(t-1) + ... + b(lb) * y(t-lb+1) + e(t), +## where e(t), given y up to time t-1, is N(0, h(t)), with +## h(t) = a(1) + a(2) * e(t-1)^2 + ... + a(la) * e(t-la+1)^2. + +## Author: KH <Kurt.Hornik@ci.tuwien.ac.at> +## Description: Simulate an ARCH process + +function y = arch_rnd (a, b, T) + + if (nargin != 3) + usage ("arch_rnd (a, b, T)"); + endif + + if !( (min (size (a)) == 1) && (min (size (b)) == 1) ) + error ("arch_rnd: a and b must both be scalars or vectors"); + endif + if !( is_scalar (T) && (T > 0) && (rem (T, 1) == 0) ) + error ("arch_rnd: T must be a positive integer"); + endif + + if !(a(1) > 0) + error ("arch_rnd: a(1) must be positive"); + endif + ## perhaps add a test for the roots of a(z) here ... + + la = length (a); + a = reshape (a, 1, la); + if (la == 1) + a = [a, 0]; + la = la + 1; + endif + lb = length (b); + b = reshape (b, 1, lb); + if (lb == 1) + b = [b, 0]; + lb = lb + 1; + endif + M = max([la lb]); + + e = zeros (T, 1); + h = zeros (T, 1); + y = zeros (T, 1); + + h(1) = a(1); + e(1) = sqrt (h(1)) * randn; + y(1) = b(1) + e(1); + + for t= 2 : M; + ta = min ([t la]); + h(t) = a(1) + a(2:ta) * e(t-1:t-ta+1).^2; + e(t) = sqrt (h(t)) * randn; + tb = min ([t lb]); + y(t) = b(1) + b(2:tb) * y(t-1:t-tb+1) + e(t); + endfor + if (T > M) + for t = M+1 : T; + h(t) = a(1) + a(2:la) * e(t-1:t-la+1).^2; + e(t) = sqrt (h(t)) * randn; + y(t) = b(1) + b(2:lb) * y(t-1:t-tb+1) + e(t); + endfor + endif + + y = y(1:T); + +endfunction + \ No newline at end of file