Hi Is there a way to simulate correlated RVs where each RV follows poisson distribution? I have 2 RVs X1 and X2, and both follow Poisson distribution. I would like simulate final results such that I can control correlation between X1 and X2. Either simulating straight correlated process or post-processing of 2 independent run would work.
Kshitij Singh answered . 2024-05-18 05:33:08
One way is to apply Knuth's Poisson generation using two correlated uniform distribution.
n = 10000;
% correlation coef of uniform distribution
% NOT of the poisson, but they are monotonically related
Xcorr = 0.6;
M12 = 2 * sin(pi * Xcorr / 6);
M = [1, M12;
M12, 1];
C = chol(M);
% expectation value(s)
lambda = 4; % scalar or vector of 1x2
Y = zeros(n,2);
L = exp(-lambda);
C = C / sqrt(2);
for r=1:n
k = zeros(1,2);
p = ones(1,2);
b = p > L;
while any(p > L)
k = k+double(b);
X = (erf(randn(1,2)*C) + 1) / 2;
p = p .* X;
b = p > L;
end
Y(r,:) = k-1;
end
hist(Y,[0:12])
corrcoef(Y)
mean(Y)
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