Statistical mechanics of lossy data compression using a nonmonotonic perceptron
Statistical mechanics of lossy data compression using a nonmonotonic perceptron
The performance of a lossy data compression scheme for uniformly biased Boolean messages is investigated via methods of statistical mechanics. Inspired by a formal similarity to the storage capacity problem in neural network research, we utilize a perceptron of which the transfer function is appropriately designed in order to compress …