This paper describes the relationship between the rank of matrix, the rank of vector group and liner equation group in the linear algebra.

The judging methods of the vectors group related dependence from determinant values, rank of matrix, solution of system of linear equations etc were studied.

The relationship between the eigenvalue, eigenvector and the rank of the product of matrices AB and BA is discussed, and the factorization of the singular values of matrix a is obtained.