Network Elements, the energy function

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