Estimation for the Linear Model with Uncertain Covariance Matrices

Dave Zachariah, Nafiseh Shariati, Mats Bengtsson +2

We derive a maximum a posteriori estimator for the linear observation model, where the signal and noise covariance matrices are both uncertain. The uncertainties are treated probab…