کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
8897694 1631039 2018 27 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Computing the unique CANDECOMP/PARAFAC decomposition of unbalanced tensors by homotopy method
موضوعات مرتبط
مهندسی و علوم پایه ریاضیات اعداد جبر و تئوری
پیش نمایش صفحه اول مقاله
Computing the unique CANDECOMP/PARAFAC decomposition of unbalanced tensors by homotopy method
چکیده انگلیسی
The Candecomp/Parafac decomposition (CPD) of the tensor whose maximal dimension is greater than its rank is considered. We derive the upper bound of rank under which computing the CPD is equivalent to solving a structured polynomial system that is determined by the full rank factorization of the matricization of the tensor. Under the generic uniqueness conditions, the CPD solutions of the system are isolated so that these solutions can be achieved by homotopy method.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Linear Algebra and its Applications - Volume 556, 1 November 2018, Pages 238-264
نویسندگان
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