For the issue that the traditional feature selection method in determining redundant parameter β based on the Mutual Information(MI), a kind of improved feature selection algorithm for NMIFS-FS2 is proposed. This algorithm input is characterized by a combination of MI and between classes, instead of the traditional algorithms in a single feature MI and between classes when selecting continuous or discrete features, solving the problem that redundancy parameter β is very difficult to determine, and expands t...