1. A method of training acoustic models, the method comprising: generating values for a first set of dimensions of a feature vector from a speech signal; using the values of the first set of dimensions of the feature vector generated from the speech signal to estimate values for a second set of dimensions of the feature vector to thereby form an extended feature vector; and using the extended feature vector to train the acoustic model.