Tensor Products and Associative Algebras

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SUMMARY

The discussion focuses on the concept of homogeneous elements within the tensor algebra as defined in Bruce N. Cooperstein's "Advanced Linear Algebra (Second Edition)." Specifically, it addresses Definition 10.5, which states that an element \( x \in \mathcal{T}(V) \) is homogeneous of degree \( d \) if \( x \in \mathcal{T}_d(V) \). Participants clarify that elements of \( \mathcal{T}(V) \) are finite sequences, and homogeneous tensors correspond to tensors of the same rank, akin to the degree of a polynomial. The conversation emphasizes the importance of understanding the structure of tensor ranks and their representation in tensor algebra.

PREREQUISITES
  • Understanding of tensor algebra and its notation, specifically \( \mathcal{T}(V) \) and \( \mathcal{T}_d(V) \).
  • Familiarity with the concept of tensor ranks and their significance in linear algebra.
  • Knowledge of polynomial degrees and their relation to homogeneous functions.
  • Basic comprehension of finite sequences and functions with finite support.
NEXT STEPS
  • Study the structure and properties of tensor algebras, focusing on \( \mathcal{T}(V) \) and its subspaces.
  • Explore the concept of tensor ranks and their applications in various fields of mathematics.
  • Learn about the injections \( \epsilon_i : \mathcal{T}_i(V) \to \bigoplus\limits_i \mathcal{T}_i(V) \) and their implications for tensor representation.
  • Investigate the relationship between tensors and polynomials, particularly in terms of homogeneous functions.
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Mathematicians, graduate students in linear algebra, and researchers interested in advanced topics related to tensor products and associative algebras.

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I am reading Bruce N. Coopersteins book: Advanced Linear Algebra (Second Edition) ... ...

I am focused on Section 10.3 The Tensor Algebra ... ...

I need help in order to get a basic understanding of Definition 10.5 in Section 10.3 ...Definition 10.5 plus some preliminary definitions reads as follows:View attachment 5550
View attachment 5551In the above text from Cooperstein, in Definition 10.5, we read the following:

" ... ... An element $$x \in \mathcal{T}(V)$$ is said to be homogeneous of degree $$d$$ if $$x \in \mathcal{T}_d (V)$$ ... ..."My question is as follows:

How can x be such that $$x \in \mathcal{T}(V)$$ and $$x \in \mathcal{T}_d (V)$$ ... does not seem possible to me ... ...

... ... because ... ...

... if $$x \in \mathcal{T}(V)$$ then $$x$$ will have the form of an infinite sequence as in the following:$$x = (x_0, x_1, x_2, \ ... \ ... \ , x_{d-1}, x_d, x_{d+1}, \ ... \ ... \ ... \ ... )
$$where $$x_i \in \mathcal{T}_i (V)$$... ... clearly $$x_d$$ is the $$d$$-th coordinate of $$x$$ and so cannot be equal to $$x$$ ... ..

Can someone please clarify this issue ... clearly I am not understanding this definition ...

Peter
 
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The elements of $\mathcal{T}(V)$ are *finite* sequences (they are functions with finite support in $I$).

The elements that are homogeneous are tensors that are of the same "rank". For example, an element of $\mathcal{T}_3(V)$ might look like:

$v_1 \otimes v_2 \otimes v_3 + w_1 \otimes w_2 \otimes w_3$ where each $v_i, w_i \in V$.

It's analogous to the degree of a polynomial, where "homogeneous" of degree $d$ would mean all but the coefficients of $x^d$ are 0.

Remember the injections $\epsilon_i : \mathcal{T}_i(V) \to \bigoplus\limits_i \mathcal{T}_i(V)$? An element of $\mathcal{T}(V)$ is homogeneous if it is in the image of a single such injection.

Rank 0 tensors = scalars.
Rank 1 tensors = vectors.
Rank 2 tensors = 2-tensors, etc.

We're going to create a "giant algebra" of tensors of all ranks.
 

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