More formally, if we denote the proposal distribution as Q(z), the target distribution as P (z), and the previous sample as z, then the probability of accepting a new sample z * ∼ Q is set at: Theoretically any non-degenerate proposal distribution may be used.
a higher acceptance rate and faster convergence is achieved when the proposal Q is a close approximation of P .