A ug 2 00 8 Rank of 3 - tensors with 2 slices and Kronecker canonical form
نویسندگان
چکیده
Tensor type data are becoming important recently in various application fields (for example see Miwakeichi et al. [MI], Vasilescu and Terzopoulos [VT] and Muti and Bourennane [MB]). The factorization of a tensor to a sum of rank 1 tensors means that the data is expressed by a sum of data with most simpler structure, and we may have better understanding of data. This is an essential attitude for data analysis and therefore the problem of tensor factorization is an essential one for applications. In this paper we consider the rank problem of 3-tensors with 2 slices. This was studied in the 1970’s and 1980’s by many authors. Ja’ Ja’ [JA1, JA2, JA3] gave on a general upper bound for the maximal rank for them by using Kronecker canonical forms of the pencil of two matrices, and it is known that it is also a lower bound by using a result by Brockett and Dobkin [BD1, BD2]. Ja’ Ja’ showed that the rank of a Kronecker’s canonical form without regular pencils is equal to the sum of the ranks of direct summand. However, the rank of a Kronecker’s canonical form is not equal to the sum of the ranks of direct summand in general (see Remark 4.8). This causes to be difficult to determine the rank of tensors. Our aim is to determine completely determine the rank of tensors of type m × n × 2, which yields we also obtain the typical rank. In this paper we explicitly determine the rank of 3-tensors with 2 small slices over the complex and real number field.
منابع مشابه
1 0 N ov 2 00 8 Rank of 3 - tensors with 2 slices and Kronecker canonical form
Tensor type data are becoming important recently in various application fields (for example see Miwakeichi et al. [8], Vasilescu and Terzopoulos [10] and Muti and Bourennane [9]). The factorization of a tensor to a sum of rank 1 tensors means that the data is expressed by a sum of data with simplest structure, and we may have better understanding of data. This is an essential attitude for data ...
متن کاملA ] 2 5 D ec 2 00 8 Rank of 3 - tensors with 2 slices and Kronecker canonical forms
Tensor type data are becoming important recently in various application fields. We determine a rank of a tensor T so that A+T is diagonalizable for a given 3-tensor A with 2 slices over the complex and real number field.
متن کاملA simple estimation of the maximal rank of tensors with two slices by row and column operations, symmetrization and induction
The determination of the maximal ranks of a set of a given type of tensors is a basic problem both in theory and application. In statistical applications, the maximal rank is related to the number of necessary parameters to be built in a tensor model. JaJa [JA] and Sumi et. al [SMS1] developed an optimal bound theory based on Kronecker canonical form of the pencil of two matrices. Theory of mat...
متن کاملar X iv : g r - qc / 0 60 80 65 v 1 1 2 A ug 2 00 6 The universal ‘ energy ’ operator
The " positive square " of any tensor is presented in a universal and unified manner , valid in Lorentzian manifolds of arbitrary dimension, and independently of any (anti)-symmetry properties of the tensor. For rank-m tensors, the positive square has rank 2m. Positive here means future, that is to say, satisfying the dominant property. The standard energy-momentum and super-energy tensors are ...
متن کاملar X iv : 0 80 8 . 11 57 v 1 [ m at h . C O ] 8 A ug 2 00 8 ENUMERATION OF ( k , 2 ) - NONCROSSING PARTITIONS
A partition Π of the set [n] = {1, 2, . . . , n} is a collection B1, B2, . . . , Bd of nonempty disjoint subsets of [n]. The elements of a partition are called blocks. We assume that B1, B2, . . . , Bd are listed in the increasing order of their minimum elements, that is minB1 < minB2 < · · · < minBd. The set of all partitions of [n] with d blocks is denoted by P (n, d). The cardinality of P (n...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2008