1. A method for performing noise adaptation of a target speech signal input to a speech recognition system, said target speech signal containing both additive and convolutional noises, said method comprising: estimating an additive noise bias and a convolutional noise bias; in said target speech signal; and jointly compensating the target speech signal for the additive and convolutional noise biases in a feature domain.