Matrix Factorization and Lifting

被引:0
作者
Palle E.T. Jorgensen
Myung-Sin Song
机构
[1] The University of Iowa,Department of Mathematics
[2] Southern Illinois University Edwardsville,Department of Mathematics and Statistics
来源
Sampling Theory in Signal and Image Processing | 2010年 / 9卷 / 1-3期
关键词
Signals; image processing; algorithms; lifting; matrix factorization; Hilbert space; numerical methods; Fourier analysis; Primary 18A32; 42C40; 46M05; 47B10; 60H05; 62M15; 65T60;
D O I
10.1007/BF03549529
中图分类号
学科分类号
摘要
As a result of recent interdisciplinary work in signal processing (audio, still-images, etc.), a number of powerful matrix operations have led to advances both in engineering applications and in mathematics. Much of it is motivated by ideas from wavelet algorithms. The applications are convincingly measured against other processing tools already available, for example, better compression (details below). We develop a versatile theory of factorization for matrix functions. By a matrix valued function we mean a function of one or more complex variables taking values in the group GLN of invertible N × N matrices. Starting with this generality, there is a variety of special cases, also of interest, for example, one variable, or restriction to the case n = 2; or consideration of subgroups of GLN or SLN, i.e., specializing to the case of determinant equal to one. We will prove a number of factorization theorems and sketch their applications to signal (image processing) in the framework of multiple frequency bands.
引用
收藏
页码:167 / 197
页数:30
相关论文
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