Christian D. Chapman

Bridging Mixture Model Estimation and Information Bounds Using I-MMSE

2017 · IEEE Transactions on Signal Processing

We derive bounds on mutual information for arbitrary estimation problems in additive noise, modeled using Gaussian mixtures. Previous work exploiting the I-minimum-mean-squared-error (MMSE) formula to formulate a bridge between bounds on the MMSE for Gaussian …