THE CONDITION NUMBER OF JOIN DECOMPOSITIONS

被引:26
|
作者
Breiding, Paul [1 ]
Vannieuwenhoven, Nick [2 ]
机构
[1] Max Planck Inst Math Sci Leipzig, D-04103 Leipzig, Germany
[2] Katholieke Univ Leuven, Dept Comp Sci, B-3001 Heverlee, Belgium
关键词
join set; join decomposition problem; condition number; tensor rank decomposition; CP decomposition; Waring decomposition; block term decomposition; SECANT VARIETIES; TENSOR RANK; IDENTIFIABILITY; APPROXIMATION; UNIQUENESS; MODELS;
D O I
10.1137/17M1142880
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
The join set of a finite collection of smooth embedded submanifolds of a mutual vector space is defined as their Minkowski sum. Join decompositions generalize some ubiquitous decompositions in multilinear algebra, namely, tensor rank, Waring, partially symmetric rank, and block term decompositions. This paper examines the numerical sensitivity of join decompositions to perturbations; specifically, we consider the condition number for general join decompositions. It is characterized as a distance to a set of ill-posed points in a supplementary product of Grassmannians. We prove that this condition number can be computed efficiently as the smallest singular value of an auxiliary matrix. For some special join sets, we characterized the behavior of sequences in the join set converging to the latter's boundary points. Finally, we specialize our discussion to the tensor rank and Waring decompositions and provide several numerical experiments confirming the key results.
引用
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页码:287 / 309
页数:23
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