Near best tree approximation

被引:25
作者
Baraniuk, RG
DeVore, RA
Kyriazis, G
Yu, XM
机构
[1] Rice Univ, Dept Elect & Comp Engn, Houston, TX 77005 USA
[2] Univ S Carolina, Dept Math, Columbia, SC 29208 USA
[3] Univ Cyprus, Dept Math & Stat, Nicosia, Cyprus
[4] SW Missouri State Univ, Dept Math, Springfield, MO 65804 USA
基金
美国国家科学基金会;
关键词
compression; n-term approximation; encoding; approximation classes;
D O I
10.1023/A:1014554317692
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Tree approximation is a form of nonlinear wavelet approximation that appears naturally in applications such as image compression and entropy encoding. The distinction between tree approximation and the more familiar n-term wavelet approximation is that the wavelets appearing in the approximant are required to align themselves in a certain connected tree structure. This makes their positions easy to encode. Previous work [4,6] has established upper bounds for the error of tree approximation for certain (Besov) classes of functions. This paper, in contrast. studies tree approximation of individual functions with the aim of characterizing those functions with a prescribed approximation error. We accomplish this in the case that the approximation error is measured in L-2, or in the case pnot equal2, in the Besov spaces B-p(0)(L-p), which are close to (but not the same as) L-p. Our characterization of functions with a prescribed approximation order in these cases is given in terms of a certain maximal function applied to the wavelet coefficients.
引用
收藏
页码:357 / 373
页数:17
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