Many speech enhancement algorithms have been proposed for speech restoration from distorted speech. However, if some components of the signal are completely missed or distorted, there is no way for those algorithms to restore the clean speech. Considering that the restricted Boltzmann machine (RBM) is a stochastic version of the Hopfield network which can be used as an associative memory, we pr...