Estimation of speech spectral parameters in the presence of noise

A speech analysis system includes a codebook that stores speech spectral parameters corresponding to a speech spectral hypothesis. The speech spectral hypothesis may be combined with a noise spectral hypothesis and the combined hypothesis compared to a sensed signal via a discriminant function. The discriminant function may be evaluated using the preconditioned conjugate gradient (PCG) process.