Abstract :
A tensor is represented by a supermatrix under a co-ordinate system. In this paper, we define E-eigenvalues
and E-eigenvectors for tensors and supermatrices. By the resultant theory, we define the E-characteristic
polynomial of a tensor. An E-eigenvalue of a tensor is a root of the E-characteristic polynomial. In the regular
case, a complex number is an E-eigenvalue if and only if it is a root of the E-characteristic polynomial.
We convert the E-characteristic polynomial of a tensor to a monic polynomial and show that the coefficients
of that monic polynomial are invariants of that tensor, i.e., they are invariant under co-ordinate
system changes. We call them principal invariants of that tensor. The maximum number of principal invariants
of mth order n-dimensional tensors is a function of m and n. We denote it by d(m,n) and show that
d(1,n) = 1, d(2,n) = n, d(m, 2) = m for m 3 and d(m,n) mn−1 + ··· + m for m,n 3. We also
define the rank of a tensor. All real eigenvectors associated with nonzero E-eigenvalues are in a subspace
with dimension equal to its rank.
© 2006 Elsevier Inc. All rights reserved
Keywords :
Tensor , Invariant , Rank , Supermatrix , Eigenvalue