1. An apparatus for normalizing input data of an acoustic model, the apparatus comprising: a window extractor configured to extract windows of frame data to be input to the acoustic model from frame data of a speech to be recognized; and a normalizer configured to normalize the frame data to be input to the acoustic model in units of the extracted windows, wherein the normalizer is configured to normalize frames belonging to a current window in consideration of frames belonging to preceding windows of the current window.