XUE Liugen, . DOUBLE KERNEL ESTIMATORS OF CONDITION DENSITY OF STATIONARY PROCESSES[J]. Chinese Journal of Applied Probability and Statistics, 1993, 9(1): 41-50.
Citation: XUE Liugen, . DOUBLE KERNEL ESTIMATORS OF CONDITION DENSITY OF STATIONARY PROCESSES[J]. Chinese Journal of Applied Probability and Statistics, 1993, 9(1): 41-50.

DOUBLE KERNEL ESTIMATORS OF CONDITION DENSITY OF STATIONARY PROCESSES

  • Let (Xn, Yn); n≥1 be Rp×Rq-valued random vectors sequence of stationary processes φ-Mixing having common joint density gx, y), Let hx) be the marginal density of X1 and Let fy|x)=gx, y)/ hx) be the conditional density of Y2 on X1, then the double kernel estimates of fy|x) is defined by f_n(y \mid x)=\sum_i=1^n K_1\left(\fracx-X_ia_n\right) K_2\left(\fracy-Y_ib_n\right) /\leftb_n^q \sum_i=1^n K_1\left(\fracx-X_ia_n\right)\right,where K1 and K2 are probability density function on Rp and Rq. respectively and both αn and bn are sequences of positive numbers converging to zero. In the paper, we study the pointwise consistency and asymptotic normality of fn(y|x)under the case of dependent asmple.
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