In the last four chapters we have showcased the examples on knowledge discovery and data mining for imagery databases, video databases, as well as the multimedia databases combined with multiple modalities such as imagery combined with text and/or video combined with text that we have experienced in the commonly encountered multimedia data collections such as the Web. In this chapter, we focus on the topic of knowledge discovery and data mining in an audio database.