The Rate Distortion Theory.
We study the Rate Distortion Theory, which describes the relation between rate and distortion in a lossy encoding setting. Specifically, we focus on proving that the infimum of all achievable rates given an input distribution and a target distortion is equal to the output of the information rate distortion function. We study algorithms to compute the information rate distortion function.