Minimum description length vs. maximum likelihood in lossy data compression

This paper describes the minimum description length principle in maximum likelihood estimate(MLE) in lossy data compression. In the lossless case the problem of optimal compression is theoretically equivalent to finding a probability distributions and minimizes the code-lengths.