کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
416350 681335 2006 11 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Kruskal's condition for uniqueness in Candecomp/Parafac when ranks and kk-ranks coincide
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر نظریه محاسباتی و ریاضیات
پیش نمایش صفحه اول مقاله
Kruskal's condition for uniqueness in Candecomp/Parafac when ranks and kk-ranks coincide
چکیده انگلیسی

A key feature of the analysis of three-way arrays by Candecomp/Parafac is the essential uniqueness of the trilinear decomposition. Kruskal has previously shown that the three component matrices involved are essentially unique when the sum of their k  -ranks is at least twice the rank of the decomposition plus 2. It was proved that Kruskal's sufficient condition is also necessary when the rank of the decomposition is 2 or 3. If the rank is 4 or higher, the condition is not necessary for uniqueness. However, when the kk-ranks of the component matrices equal their ranks, necessity of Kruskal's condition still holds in the rank-4 case. Ten Berge and Sidiropoulos conjectured that Kruskal's condition is necessary for all cases of rank 4 and higher where ranks and k-ranks coincide. In the present paper we show that this conjecture is false.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Computational Statistics & Data Analysis - Volume 50, Issue 1, 10 January 2006, Pages 210–220
نویسندگان
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