Before revision:  We propose a novel technique for embedding such discrete parameters into a continuous space, so that optimization can be performed efficiently using continuous-space methods . Unlike spatial interpolation, our embedding technique is based on a randomization of the simulation model .
After revision:  We propose a novel technique for embedding such discrete parameters into a continuous one so that descent-based continuous-space methods . Unlike spatial interpolation, our embedding technique is based on a randomization of the simulation model .