/* AGARCH(p,q)_GED(nu) */ new; cls; a0=0.001; a={0.2,0.1,0.1}; b={0.2,0.1,0.1,0.1}; k=0.1; nu=1; n=1000; u=agarch_GED(a0,a,b,k,nu,n); library pgraph; graphset; title("AGARCH(p,q)_GED(nu)"); t=seqa(1,1,n); xy(t,u); proc agarch_GED(a0,a,b,k,nu,n); local cutn,e,s2,q,p,u,h,max,t; if a0<=0; errorlog "ERROR:Parameter a0 must be positive."; retp("."); endif; if not a>=0; errorlog "ERROR:Each element of a must be non negative."; retp("."); endif; if not b>=0; errorlog "ERROR:Each element of b must be non negative."; retp("."); endif; cutn=100; /* first some data to cut off */ e=rndged0(nu,cutn+n); /* Now, e~GED(nu). */ s2=a0/(1-sumc(a)-sumc(b)); q=rows(a); p=rows(b); print/lz "q=" q;; print/lz "p=" p; u=zeros(cutn+n,1); h=zeros(cutn+n,1); max=maxc(q|p); u[1:max]=sqrt(s2)*e[1:max]; h[1:max]=s2*ones(max,1); t=max+1; do while t<=cutn+n; h[t]=a0+rev(a)'((u[t-q:t-1]-k)^2)+rev(b)'h[t-p:t-1]; /* k is negatively added here. */ u[t]=sqrt(h[t])*e[t]; t=t+1; endo; u=u[cutn+1:cutn+n]; retp(u); endp; proc rndged0(nu,n); local lowerbound,upperbound,max,x,i,y,U; lowerbound=-4; upperbound=4; /* You could change, but normally O.K. */ max=pdfged(0,nu); /* acceptance-rejection method */ x=zeros(n,1); i=1; do while i<=n; y=(upperbound-lowerbound)*rndu(1,1)+lowerbound; U=rndu(1,1); if U<=pdfged(y,nu)/max; x[i]=y; i=i+1; endif; endo; retp(x); endp; proc pdfged(x,nu); local lambda; if nu<=0; errorlog "ERROR: Parameter nu must be positive."; retp("."); endif; lambda=1/2^(1/nu).*(gamma(1/nu)./gamma(3/nu))^(1/2); retp( nu.*exp(-1/2*abs(x./lambda)^nu)./(lambda.*2^(1+1/nu).*gamma(1/nu)) ); endp;