Similarity can be used to group sounds together at any node in the hierarchies. The use of sound signals for similarity is justified by an observation that audio signals (digital or analog) of music belonging to the same genre share certain characteristic ,because they are composed of similar types of instruments, having similar rhythmic patterns, and similar pitch distributions.