1. A noise robust automatic speech recognition system, comprising: a front end analysis module isolating a set of independent subspaces; a model-compensation module employing a model-compensation distortion function that operates independently without a full space transformation on the independent subspaces isolated by said front-end analysis module; and a subspace model compression module employing subspace tying to perform model compression.