Is the Kalman Filter a Best Linear Unbiased Estimator (BLUE) for Heteroscedastic Noise?
Kalman filter is the best linear estimator regardless of stationarity or Gaussianity. Also in the Gaussian case it does not require stationarity (unlike Wiener filter). In the linear Gaussian case Kalman filter is also a MMSE estimator or the conditional mean.