最近邻密度估计的逐点强收敛速度

Let X_1,…,X_n be i.i.d,samples drawn from an one-dimenslonal,population withdensity f.Definef_n(x)=(na_n(x))~(1-) sum form i=1 to n K((X-X_i)/(a_n(x))).We study the strong convergence rate of f_n(x) to f(x)at a predetermined point x_o.Under some properly chosen conditions,for f(x_o) and g_n(x_o)proposed in [3],we havepointwisebywhere C_n is any sequence tending to ∞,and n approaches ∞.If f(x)is only assumed tobe continuous at x_o.Then f_n(x_o)may converges to f(x_o)arbitrarily slowly.