Abstract: The data dimension reduction is the main method that can enhance the outliers mining efficiency based on higher-dimension data set. The research of detection of outliers based on locally linear weighted value is proposed after analyzing the advantages and

Key words: Locally linear embedding, High dimensional data, Nonlinear dimensionality reduction, Outliers