A method which allows multimedia players to analyze features of a music file so as to classify the music file, and a system therefor are provided. The method of classifying a music file includes pre-processing to decode and normalize at least a part of an input music file, extracting one or more features from the pre-processed data, and determining the mood of the input music file using the extracted features.