A method for speech recognition in accordance with the present invention includes: extracting a speech feature from an inputted speech signal; estimating a noise component of the speech signal; compensating the extracted speech feature by use of the estimated noise component; transforming a given acoustic model based on the extracted speech feature, the compensated speech feature, and the noise component; and performing speech recognition by use of the compensated speech feature and the transformed acoustic model.