/* ARMA-EGARCH_t(nu) */ new; cls; phi={0.8,0.1}; theta={0.5,0.3,0.2,0.1}; a0=0.001; a={0.5,-0.1,0.1,-0.1}; b={-0.2,0.5,0.1}; gam={-0.2,0.1,0,0}; nu=20; /* ~t(nu) */ n=1000; x=armaegarch_t(phi,theta,a0,a,b,nu,n); library pgraph; graphset; title("ARMA-EGARCH_t(nu)"); t=seqa(1,1,n); xy(t,x); proc armaegarch_t(phi,theta,a0,a,b,nu,n); local cutn,p,q,e,x,t; cutn=100; /* first some data to cut off */ p=rows(phi); q=rows(theta); print "ARMA parameter:"; print/lz "q=" rows(theta);;print/lz "p=" rows(phi); e=egarch_t(a0,a,b,gam,nu,cutn+n); /* Now, e~EGARCH_t. */ x=zeros(cutn+n,1); t=maxc(p|q)+1; do while t<=cutn+n; x[t]=rev(phi)'x[t-p:t-1]+e[t]+rev(-theta)'e[t-q:t-1]; t=t+1; endo; x=x[cutn+1:cutn+n]; retp(x); endp; proc egarch_t(a0,a,b,gam,nu,n); local cutn,e,s2,q,p,u,lnsig2,max,t,sig; if a0<=0; errorlog "ERROR:Parameter a0 must be positive."; retp("."); endif; if rows(a)/=rows(gam); errorlog "ERROR: The number of element a and its gam must be the same."; retp("."); endif; if rows(a)q, the period p-q is ignored for z=u/sig calculation"; endif; if nu<=0 or (nu-floor(nu))/=0; errorlog "ERROR: Parameter nu must be positive integer."; retp("."); endif; cutn=100; /* first some data to cut off */ e=cdftci(1-rndu(cutn+n,1),nu); /* Now, e~t(nu). */ s2=a0/(1-sumc(a)-sumc(b)); q=rows(a); p=rows(b); print "EGARCH parameter:"; print/lz "q=" q;; print/lz "p=" p; u=zeros(cutn+n,1); lnsig2=zeros(cutn+n,1); max=maxc(q|p); u[1:max]=sqrt(s2)*e[1:max]; lnsig2[1:max]=ln(s2)*ones(max,1); t=max+1; do while t<=cutn+n; sig=sqrt(exp(lnsig2[t-q:t-1])); lnsig2[t]=a0+rev(a)'((abs(u[t-q:t-1])+rev(gam).*u[t-q:t-1])./sig)+rev(b)'lnsig2[t-p:t-1]; u[t]=sqrt(exp(lnsig2[t]))*e[t]; t=t+1; endo; u=u[cutn+1:cutn+n]; retp(u); endp;