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  1. NTU Theses and Dissertations Repository
  2. 理學院
  3. 數學系
請用此 Handle URI 來引用此文件: http://tdr.lib.ntu.edu.tw/jspui/handle/123456789/28133
完整後設資料紀錄
DC 欄位值語言
dc.contributor.advisor鄭明燕
dc.contributor.authorYu-Teng Shenen
dc.contributor.author沈愈騰zh_TW
dc.date.accessioned2021-06-13T00:01:29Z-
dc.date.available2009-08-02
dc.date.copyright2007-08-02
dc.date.issued2007
dc.date.submitted2007-07-30
dc.identifier.citation[1]
Efromovich,S. (2005). Univariate nonparametric regression in the presence of auxiliary covariates.
Journal of the American Statistical Association,100,1185-1201.
[2]
Efromovich,S., and Pinsker, M.(1996), 'Sharp-Optimal and Adaptive Estimation for Heteroscedastic
Nonparametric Regression, 'Statistica Sinica, 6,925-945.
[3]
Butzer, P. L., and Nessel, R. J. (1971), Fourier Analysis and Approximation, Stuttgart: Burkhauser-Verlag.
[4]
Efromovich,S. (1999). Nonparametric Curve Estimation: Methods, Theory and Applications, New York: Springer-Verlag.
dc.identifier.urihttp://tdr.lib.ntu.edu.tw/jspui/handle/123456789/28133-
dc.description.abstractThe article Efromovich (2005) addresses the problem of finding a relationship between the univariate predictor and the response when regression errors, created in part by known auxiliary covariates, are too large for a reliable regression estimation. The proposed solution of Efromovich (2005) is to estimate the noise component
h(x,z) and substract it from the response and the obtained denoise scattergram yields the optimal estimation of the regression function. Besides, Efromovich (2005) develops a theory of asymptotically optimal nonparametric univariate regression estimation in the presence of auxiliary covariates. This article discusses the problem under single index model. The problem is to estimate
the main effect of a covariate in single-index models. I estimate h(x,z) and substract it from the response and prove the obtained denoise scattergram yields
an asymptotic sharp minimax estimate。
en
dc.description.provenanceMade available in DSpace on 2021-06-13T00:01:29Z (GMT). No. of bitstreams: 1
ntu-96-R94221038-1.pdf: 597897 bytes, checksum: 34cda794cf9cf83009d0479d99e02ae6 (MD5)
Previous issue date: 2007
en
dc.description.tableofcontents目錄:
中文摘要 i
英文摘要 ii
謝辭 iii
1. 導論 1
2 .Case I 的討論 4
3.估計 5
3.1 如何估計ai? 5
3.2 如何估計 E[cos(iπZ/2)] 和 E[sin(iπZ/2)]? 6
3.3 如何估計 h(x,z)? 6
4. Case II 的討論 8
5. 模擬結果 10
參考文獻 29
dc.language.isozh-TW
dc.subject降噪散點圖zh_TW
dc.subject輔助變數zh_TW
dc.subject無母數迴歸zh_TW
dc.subject概略尖銳極小化最大值估計。zh_TW
dc.subject單指標模型zh_TW
dc.title估計單指標模型中單一解釋變數的主效應zh_TW
dc.titleEstimating the main effect of a covariate in single-index modelsen
dc.typeThesis
dc.date.schoolyear95-2
dc.description.degree碩士
dc.contributor.oralexamcommittee丘政民,張淑惠,戴政,陳秀熙
dc.subject.keyword降噪散點圖,無母數迴歸,輔助變數,單指標模型,概略尖銳極小化最大值估計。,zh_TW
dc.subject.keywordDenoised scattergram,Nonparametric regression,Auxiliary covariates,Single index model,Asymptotic sharp minimax estimate.,en
dc.relation.page30
dc.rights.note有償授權
dc.date.accepted2007-07-31
dc.contributor.author-college理學院zh_TW
dc.contributor.author-dept數學研究所zh_TW
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