We consider an adaptive filtering algorithm for speech parameter estim
ation and enhancement when the observation noise is colored with no a
priori information, The resulting algorithm consists of adaptive filte
ring procedures that recursively estimate and enhance the parameters o
f speech plus noise model, and results in similar to 3 dB improvement
over Gaussian assumption on the excitation source.