Problem on the instrumental densities


Response to the following problem:

(O Ruanaidh and Fitzgerald, 1996) For simulating random variables ´ from the density

F(X) ∝ exp {-x2 √x}[sin(x)2] , 0

compare the following choices of instrumental densities on R:

g1(x) = (1/2)e-|x| ,     g2(x) = (1/2π)(1/1+x2/4) ,    g3(x) = (1/√2π)e-x2/2

For each of the instrumental densities, estimate the number M of simulations needed to obtain three digits of accuracy in estimating Ef [X].

Deduce from the acceptance rate an estimator of the normalizing constant of f for each of the instrumental densities.

 

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Engineering Mathematics: Problem on the instrumental densities
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