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A new spatially adaptive smoothing procedure based on bagging algorithm

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成果类型:
期刊论文
作者:
Zhao, Hui*;Xiao, Ming
通讯作者:
Zhao, Hui
作者机构:
[Zhao, Hui] Cent China Normal Univ, Sch Math & Stat, Wuhan 430079, Peoples R China.
[Xiao, Ming] Cent China Normal Univ, Ctr Language & Language Educ, 430079 Wuhan, Peoples R China.
通讯机构:
[Zhao, Hui] C
Cent China Normal Univ, Sch Math & Stat, Wuhan 430079, Peoples R China.
语种:
英文
关键词:
bagging algorithm;spatial adaptability;smoothing spline;regression spline;stepwise regression
期刊:
Proceedings of the 2007 International Conference on Wavelet Analysis and Pattern Recognition, ICWAPR '07
年:
2008
卷:
4
页码:
1594-1599
基金类别:
China Postdoctoral Science Foundation; NSFC [10571070]
机构署名:
本校为第一且通讯机构
院系归属:
数学与统计学学院
摘要:
This paper proposes a new spatially adaptive smoothing procedure which is based on bagging algorithm and hybrid adaptive splines. Extensive simulation studies demonstrate its advantages in spatial adaptability and competitive performance with other existing well known methods. Furthermore, this method can be eas...

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