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Asymmetric Dynamic Conditional Correlation in Matlab

조회 수: 6 (최근 30일)
Davide
Davide 2014년 8월 7일
댓글: Obaidur Rehman 2017년 9월 10일
I need to interpret the results of the estimation of the A-DCC model by Cappiello, Engle and Sheppard, 2006, Journal of Financial Econometrics. I used the Matlab routines of the MFE Toolboox http://www.kevinsheppard.com/MFE_Toolbox in this form:
parameters = dcc(data,[],1,1,1,[],[],[],[],'2-stage')
where data is a 100x2 matrix, hence the estimation is performed on two variables observed 100 times. The output "parameters" is a vector of 10 components. Unfortunately I am not able to derive a precise expression of the model and hence to interpret the parameters. The help of the routine says:
OUTPUTS:
PARAMETERS - Estimated parameters. Output depends on METHOD.
3-stage: [VOL(1) ... VOL(K) corr_vech(R)' vech(N)' alpha gamma beta]
2-stage: [VOL(1) ... VOL(K) corr_vech(R)' alpha gamma beta]
where VOL(j) is a (1+P(i)+O(i)+Q(i)) vector containing the parameters from volatility model i.
Which is the volatility model i? Unfortunately the documentation on the A-DCC model in the MFE toolbox page is missing.
Something more is said in the end of the help:
2-stage:
Q(t) = R.*scale + a(1)*e(t-1)'*e(t-1) + ... + a(m)*e(t-m)'*e(t-m)
+ g(1)*v(t-1)'*v(t-1) + ... + g(l)*v(t-l)*v(t-l) + b(1)*Q(t-1) + ... + b(n)*Q(t-1)
where v(t,:) = e(t,;).*(e(t,:)<0) and s = sqrt((1-sum(a)-sum(b)-gScale*sum(g))) and scale = s*s'
Q(t) should be a 2x2 matrix and hence a(1), b(1) and g(1) should be 2x2 matrices. My problem is to find how the element of the three matrices are linked to the entries in the vector PARAMETERS.
  댓글 수: 2
Lorenzo Orlando
Lorenzo Orlando 2017년 6월 14일
did you solve the problem? I have the same problem here, but I only got 9 parameters
Obaidur Rehman
Obaidur Rehman 2017년 9월 10일
Hi Lorenzo,
Did you manage to figure it out? I think I have managed to figure out on how to interpret the results, however I am struggling to follow the difference between the 2-stage estimation versus 3-stage estimation.

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