Abstract: A kind of kernel density estimation method is discussed in non-parametric statistics for independently and identically distributed random variable of density. In this discussion, a new estimation value method is introduced; then, the method’s consistency, the stability, the optimal bandwidth, and asymptotic confidence interval of f(x)are obtained.