Title :
A new spatially adaptive smoothing procedure based on bagging algorithm
Author :
Zhao, Hui ; Xiao, Ming
Author_Institution :
Central China Normal Univ., Wuhan
Abstract :
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 easily extended to many multivariate cases.
Keywords :
adaptive signal processing; regression analysis; smoothing methods; splines (mathematics); bagging algorithm; hybrid adaptive splines; regression spline; spatial adaptive smoothing procedure; stepwise regression; Algorithm design and analysis; Bagging; Mathematics; Notice of Violation; Pattern analysis; Pattern recognition; Shape; Smoothing methods; Stability; Wavelet analysis; Bagging algorithm; regression spline; smoothing spline; spatial adaptability; stepwise regression;
Conference_Titel :
Wavelet Analysis and Pattern Recognition, 2007. ICWAPR '07. International Conference on
Conference_Location :
Beijing
Print_ISBN :
978-1-4244-1065-1
Electronic_ISBN :
978-1-4244-1066-8
DOI :
10.1109/ICWAPR.2007.4421706
