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Calculus of the Likelihood Next :
Sampling the densities |

Log-Likelihood derivatives |

We have to

Therefore, let us calculate its **derivatives**
w.r.t. the hyperparameters :

where =expectationcalculated withXsamples

which are images following the probability law : .

a priori law :to take into account the constraints