By the exponential of martingale, the strong consistency and uniform strong consistency in finite closed interval are be obtained, which improve the results in [5].

• 利用软的某种指数不等式，得到了其加权核估计的强相合以及在有限闭区间内一致强相合的性质，并在某种意义上推广了[5]的结果。