منابع مشابه
Spectral Radii of Fixed Frobenius Norm Perturbations of Nonnegative Matrices
Let A be an n × n nonnegative matrix. In this paper we consider the problems of maximizing the spectral radii of (i) A + X and (ii) A + D, where X is a real n × n matrix whose Frobenius norm is restricted to be 1 and where D is as X but is further constrained to be a diagonal matrix. For both problems the maximums occur at nonnegative X and D, and we use tools of nonnegative matrices, most nota...
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In this paper, we consider the l0 norm minimization problem with linear equation and nonnegativity constraints. By introducing the concept of generalized Z-matrix for a rectangular matrix, we show that this l0 norm minimization with such a kind of measurement matrices and nonnegative observations can be exactly solved via the corresponding lp (0 < p ≤ 1) norm minimization. Moreover, the lower b...
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Sparse nonnegative matrix factorization (NMF) is exploited to solve spectral unmixing. Firstly, a novel model of sparse NMF is proposed, where the smoothed L0 norm is used to control the sparseness of the factors corresponding to the abundances. Thus, one need not set the degree of the sparseness in prior any more. Then, a gradient based algorithm NMF-SL0 is utilized to solve the proposed model...
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Data analysis is pervasive throughout business, engineering and science. Very often the data to be analyzed is nonnegative, and it is often preferable to take this constraint into account in the analysis process. Here we are concerned with the application of analyzing data obtained using astronomical spectrometers, which provide spectral data which is inherently nonnegative. The identification ...
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Abstract Suppose that Tn is a Toeplitz matrix whose entries come from a sequence of independent but not necessarily identically distributed random variables with mean zero. Under some additional tail conditions, we show that the spectral norm of Tn is of the order √ n log n. The same result holds for random Hankel matrices as well as other variants of random Toeplitz matrices which have been st...
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ژورنال
عنوان ژورنال: Linear Algebra and its Applications
سال: 1990
ISSN: 0024-3795
DOI: 10.1016/0024-3795(90)90403-y