• Title/Summary/Keyword: 변수평활량

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On variable bandwidth Kernel Regression Estimation (변수평활량을 이용한 커널회귀함수 추정)

  • Seog, Kyung-Ha;Chung, Sung-Suk;Kim, Dae-Hak
    • Journal of the Korean Data and Information Science Society
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    • v.9 no.2
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    • pp.179-188
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    • 1998
  • Local polynomial regression estimation is the most popular one among kernel type regression estimator. In local polynomial regression function esimation bandwidth selection is crucial problem like the kernel estimation. When the regression curve has complicated structure variable bandwidth selection will be appropriate. In this paper, we propose a variable bandwidth selection method fully data driven. We will choose the bandwdith by selecting minimising estiamted MSE which is estimated by the pilot bandwidth study via croos-validation method. Monte carlo simulation was conducted in order to show the superiority of proposed bandwidth selection method.

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