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Almost sure convergence of the k-NN regression estimate under mixing condition
Other Title(s)
التقارب شبه الأكييد لمقدر انحدار الجوارات ال K الأكثر قربا تحت شرط المزج
Joint Authors
al-Shakh, Dima Ahmad
Diribati, Muhammad
Yunusu, Ahmad
Source
Arab Journal of Science and Research Publishing
Issue
Vol. 8, Issue 1 (31 Mar. 2022), pp.102-116, 15 p.
Publisher
Publication Date
2022-03-31
Country of Publication
Palestine (Gaza Strip)
No. of Pages
15
Main Subjects
Abstract EN
In this work we will establish almost sure convergence for k-nearest neighbor estimate of the regression function under some mixing conditions.
our results will extend some previous results in the i.i.d case to the dependent case.
in addition, we will conduct a simulation study using r software program to display the importance and influence of the sample size (n) on behavior of the estimator.
For this purpose, the mean squares error criterion (MSE) was used.
American Psychological Association (APA)
al-Shakh, Dima Ahmad& Diribati, Muhammad& Yunusu, Ahmad. 2022. Almost sure convergence of the k-NN regression estimate under mixing condition. Arab Journal of Science and Research Publishing،Vol. 8, no. 1, pp.102-116.
https://search.emarefa.net/detail/BIM-1405409
Modern Language Association (MLA)
al-Shakh, Dima Ahmad…[et al.]. Almost sure convergence of the k-NN regression estimate under mixing condition. Arab Journal of Science and Research Publishing Vol. 8, no. 1 (Mar. 2022), pp.102-116.
https://search.emarefa.net/detail/BIM-1405409
American Medical Association (AMA)
al-Shakh, Dima Ahmad& Diribati, Muhammad& Yunusu, Ahmad. Almost sure convergence of the k-NN regression estimate under mixing condition. Arab Journal of Science and Research Publishing. 2022. Vol. 8, no. 1, pp.102-116.
https://search.emarefa.net/detail/BIM-1405409
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references : p. 115-116
Record ID
BIM-1405409