A Functional Equality with Application to Nonparametric Estimation

碩士 === 國立中正大學 === 統計科學所 === 95 === Traditional kernel estimation is applicable for obtaining nonparametric estimate of a probability density function when sample size is large. This work introduces a new equality which is applicable for improving kernel estimation to achieve improved mean square err...

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Main Authors: TING CHI, 黃婷琪
Other Authors: Cheng-Hsiung Kao
Format: Others
Language:en_US
Published: 2006
Online Access:http://ndltd.ncl.edu.tw/handle/52844709702724051634
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spelling ndltd-TW-095CCU053370022015-10-13T10:45:17Z http://ndltd.ncl.edu.tw/handle/52844709702724051634 A Functional Equality with Application to Nonparametric Estimation 無 TING CHI 黃婷琪 碩士 國立中正大學 統計科學所 95 Traditional kernel estimation is applicable for obtaining nonparametric estimate of a probability density function when sample size is large. This work introduces a new equality which is applicable for improving kernel estimation to achieve improved mean square error when sample size is small. We use this new method to estimate density function, hazard rate function and regression function. The choice of bandwidth for the new kernel method on estimating the above functions is investigated, and empirical comparison is provided. Cheng-Hsiung Kao 高正雄 2006 學位論文 ; thesis 40 en_US
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language en_US
format Others
sources NDLTD
description 碩士 === 國立中正大學 === 統計科學所 === 95 === Traditional kernel estimation is applicable for obtaining nonparametric estimate of a probability density function when sample size is large. This work introduces a new equality which is applicable for improving kernel estimation to achieve improved mean square error when sample size is small. We use this new method to estimate density function, hazard rate function and regression function. The choice of bandwidth for the new kernel method on estimating the above functions is investigated, and empirical comparison is provided.
author2 Cheng-Hsiung Kao
author_facet Cheng-Hsiung Kao
TING CHI
黃婷琪
author TING CHI
黃婷琪
spellingShingle TING CHI
黃婷琪
A Functional Equality with Application to Nonparametric Estimation
author_sort TING CHI
title A Functional Equality with Application to Nonparametric Estimation
title_short A Functional Equality with Application to Nonparametric Estimation
title_full A Functional Equality with Application to Nonparametric Estimation
title_fullStr A Functional Equality with Application to Nonparametric Estimation
title_full_unstemmed A Functional Equality with Application to Nonparametric Estimation
title_sort functional equality with application to nonparametric estimation
publishDate 2006
url http://ndltd.ncl.edu.tw/handle/52844709702724051634
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