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Network Elements, the energy function

The function E(x,h,Θ) gives the energy of a configuration (pair of vectors) (x,h). The lower the energy of a configuration, the higher the probability of it. This function also depends on the parameters a, b and W. Thus, when we adjust them during the learning procedure, we are adjusting the energy function to best fit our problem.