The tensor product and its motivation

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SUMMARY

The tensor product is a universal bilinear operation that serves as the optimal multiplication method for vector spaces and modules. It allows for the derivation of any other bilinear operation from its structure. Specifically, for two abelian groups G and H, there exists a bilinear map from G x H to G tensor H, enabling the factorization of any bilinear map into a linear form. This linearization simplifies the handling of bilinear maps, making the tensor product a crucial concept in linear algebra and abstract algebra.

PREREQUISITES
  • Understanding of vector spaces and modules
  • Familiarity with bilinear operations
  • Knowledge of abelian groups
  • Basic concepts of linear algebra
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  • Study the properties of tensor products in linear algebra
  • Explore bilinear maps and their applications
  • Learn about the role of tensor products in category theory
  • Investigate the use of tensor products in physics, particularly in quantum mechanics
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Mathematicians, physicists, and students of linear algebra seeking to deepen their understanding of tensor products and their applications in various fields.

Terilien
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could someone please explain to me what the tensor product is and why we invented it? most resources just state it without listing a motivation.
 
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It is the "best" notion of multiplication for vector spaces or modules. Any other notion of a "product" of vectors can be defined by doing something to the tensor product of the vectors.
 
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a product is an operation which is distributive over addition. we call these bilinear operations.

a tensor product is a universal bilinear ooperatioin such that any other biklinear operation is derived from it.

i.e. if G,H are two abelian groups, there is a bilinear map GxH-->GtensH such that f=or any other bilinear map GXH-->L, THERE IS A factorizATION OF THIS MAP via GxH-->GtensH-->L.
another point f view is that the tensor product is a way of making bilinear maps linear. i.e. the factoring map GtensH-->L above is actually linear.

linearizing things is always considered a way of making them easier to handle.
 
Terilien said:
could someone please explain to me what the tensor product is and why we invented it? most resources just state it without listing a motivation.
It appears that this topic is coming up a lot.

The tensor product is a way to combine two tensors to obtain another tensor. Suppose A and B are two vectors and A is the tensor product of the two. Then the tensor product is expressed as (Note: The symbol of the tensor product is an x surrounded by a circle. Since I don't have that symbol at my disposal I will use the symbol "@" instead.)

C = A@B

The meaning of this expression comes from the action of the tensor C on two 1-forms, "m" and "n". This is defined as

C(m,n) = A@B(m,n) = A(m)B(n)


Best wishes

Pete
 
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