Abstract: The identification of outliers can lead to the discovery of truly unexpected knowledge in areas such as electronic commerce, credit card fraud, and even the analysis of performance statistics of professional athletes. This survey provided a comprehensive

Key words: Outlier mining, Local outlier, Subspace, Pruning, Spatial outlier, High dimensional data, Sequential data