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Kronecker product
Definition. Let be a matrix and let be a matrix. Then the Kronecker product of and is the block matrix
The Kronecker product is also known as the direct product or the tensor product [1].
1. The product is bilinear. If is a scalar, and and are square matrices, such that and are of the same order, then
2. If are square matrices such that the products and exist, then exists and
If and are invertible matrices, then
3. If and are square matrices, then for the transpose () we have
4. Let and be square matrices of orders and , respectively. If are the eigenvalues of and are the eigenvalues of , then are the eigenvalues of . Also,
References
- 1 H. Eves, Elementary Matrix Theory, Dover publications, 1980.
- 2 T. Kailath, A.H. Sayed, B. Hassibi, Linear estimation, Prentice Hall, 2000
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Comments
invariants of the tensor product
The entry for "Kronecker Product" or alternatively "Tensor Product"
shows formulas for the trace, rank, and determinant of the product
in terms of those for its factors.
Are there corresponding formulas for the other invariants, and in
particular, can the characteristic equation of the product be
related to the characteristic equations of its factors?
At worst, I suppose they could be deduced by knowing all the roots.
- hvm
Re: invariants of the tensor product
this is possible, if not all that illuminating. recall that the $k$th coefficient of the characteristic polynomial of A is $(-1)^k {\rm tr}(\wedge^k A)$. Thus, for $A\otimes B$ we get ${\rm tr}(\wedge^n A\otimes B)={\rm tr}(\wedge^n A)+{\rm tr}(\wedge^{n-1} A\otimes B)+\cdots={\rm tr}(\wedge^n A)+{\rm tr}(\wedge^{n-1} A){\rm tr}(B)+\cdots$.
Re: invariants of the tensor product
Allright, why not try to make it more illuminating? Those
wedgies are determinants, the trace takes sums, and the final
form looks like a convolution. But I'm suspicious of anything
that starts off with something depending only on A; the
determinant of the tensor product doesn't look like that,
although the trace does. Call those wedgies, which are the
symmatric functions of the roots, sigma-k. Then Sigma-2 (for
the tensor product) would be sigma-2-A + sigma-1-A * sigma-1-B
+ sigma-2-B. Is that correct?
Is it possible to run this in Mathematica(TM) and get a human-
readable result?