As digital video data become more and more pervasive, the issue of mining information from video data becomes increasingly important. In this chapter, we present an effective multimedia data mining framework for event mining with its application in the automatic extraction of goal events in soccer videos. The extracted goal events can be used for high-level indexing and selective browsing of soccer videos. © 2007 Springer.