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Strong consistency of nearest neighbor kernel regression estimation for stationary dependent samples

Strong consistency of nearest neighbor kernel regression estimation for stationary dependent samples
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摘要 Under quite mild conditions onk n . the strong consistency is proved for the nearest neighbor density, the nearest neighbor kernel regression and the modified nearest neighbor kernel regression of an a-mixing stationary sequence in time series context. The condition imposed on the mixing coefficients is $\sum\limits_{j = 1}^\infty {j^{a - 1} a(j)^{1 - 1/v}< \infty (a > 1} $ , $v > 1) or \sum\limits_{j = 1}^\infty {j^{a - 1} a(j)< \infty (a > 1} )$ . which is simple and weak. Under quite mild conditions on k n , the strong consistency is proved for the nearest neighbor density, the nearest neighbor kernel regression and the modified nearest neighbor kernel regression of an α mixing stationary sequence in time series context. The condition imposed on the mixing coefficients is ∑∞j=1j a-1 α(j) 1-1/ν <∞(a>1, ν>1) or ∑∞j=1j a-1 α(j)<∞(a>1), which is simple and weak.
作者 卢祖帝 成平
出处 《Science China Mathematics》 SCIE 1998年第9期918-926,共9页 中国科学:数学(英文版)
关键词 MIXING STATIONARY sequence nearest NEIGHBOR density nearest NEIGHBOR KERNEL regression modified nearest NEIGHBOR KERNEL regression strong CONSISTENCY nonlinear time series. α-mixing stationary sequence nearest neighbor density nearest neighbor kernel regression modified nearest neighbor kernel regression strong consistency nonlinear time series
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