Abstract: As the imbalanced data sets are widely used in the world, how to classify them has become a hot topic in the research field of data mining. The thesis summarizes the usual evaluation method and the algorithms which are used to classify the imbalanced data

Key words: Imbalanced data sets, Classification, Algorithm