What is the outer product of a tensor product of vectors?

In summary, the conversation discusses the definition of the inner product and outer product in a two-particle Hilbert space formed by the tensor product of two single-particle Hilbert spaces. The outer product is defined as an operator on this product space, and there are multiple ways to express it, all of which are equivalent.
  • #1
Frank Castle
580
23
If one has two single-particle Hilbert spaces ##\mathcal{H}_{1}## and ##\mathcal{H}_{2}##, such that their tensor product ##\mathcal{H}_{1}\otimes\mathcal{H}_{2}## yields a two-particle Hilbert space in which the state vectors are defined as $$\lvert\psi ,\phi\rangle =\lvert\psi\rangle\otimes\lvert\phi\rangle\in\mathcal{H}_{1}\otimes\mathcal{H}_{2}$$ where ##\lvert\psi\rangle\in\mathcal{H}_{1}## and ##\lvert\phi\rangle\in\mathcal{H}_{2}##.

Now, the inner product for ##\mathcal{H}_{1}\otimes\mathcal{H}_{2}## is defined such that $$\langle\phi ,\psi\vert\psi ,\phi\rangle =\left(\langle\phi\rvert\otimes\langle\psi\lvert\right)\left(\lvert\psi\rangle\otimes\lvert\phi\rangle\right) =\langle\psi\lvert\psi\rangle_{1}\langle\phi\lvert\phi\rangle_{2}$$ where ##\langle\cdot\lvert\cdot\rangle_{1}## is the inner product defined on ##\mathcal{H}_{1}## and ##\langle\cdot\lvert\cdot\rangle_{2}## the inner product defined on ##\mathcal{H}_{2}##.

How though is the outer product defined? Is it simply $$\lvert\psi ,\phi\rangle\langle\phi ,\psi\rvert =\lvert\psi\rangle\otimes\lvert\phi\rangle\langle\phi\rvert\otimes\langle\psi\rvert =\lvert\psi\rangle\langle\psi\rvert_{1} \lvert\phi\rangle\langle\phi\rvert_{2}$$ where ##\lvert\psi\rangle\langle\psi\rvert_{1}## is the outer product in ##\mathcal{H}_{1}## and ##\lvert\phi\rangle\langle\phi\rvert_{2}## is the outer product in ##\mathcal{H}_{2}##.
 
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  • #2
It might be easier to think of more general outer products, rather than the outer product of an element with itself, as you have written.
That is, consider the outer product ##|a,b\rangle\langle c,d|=|a\rangle\otimes |b\rangle\langle c|\otimes\langle d|##.

This is an operator on the product space ##\mathcal{H}_{1}\otimes\mathcal{H}_{2}##. To see what it does, we apply it to an element of that space ##|e,f\rangle=|e\rangle\otimes |f\rangle##.

The result is ##|a,b\rangle \langle c|e\rangle \langle d|f\rangle##
 
  • #3
andrewkirk said:
This is an operator on the product space H1⊗H2\mathcal{H}_{1}\otimes\mathcal{H}_{2}. To see what it does, we apply it to an element of that space |e,f⟩=|e⟩⊗|f⟩|e,f\rangle=|e\rangle\otimes |f\rangle.

The result is |a,b⟩⟨c|e⟩⟨d|f⟩

So one can't define it as ##\lvert a,b\rangle\langle c,d\rvert =\lvert a\rangle\langle c\rvert\lvert b\rangle\langle d\rvert## then? Should it be something like $$\lvert a,b\rangle\langle c,d\rvert =\lvert a\rangle\langle c\rvert\otimes\lvert b\rangle\langle d\rvert$$

I ask in particular as I'm trying to understand the notion of a partial trace.
 
Last edited:
  • #4
Frank Castle said:
So one can't define it as ##\lvert a,b\rangle\langle c,d\rvert =\lvert a\rangle\langle c\rvert\lvert b\rangle\langle d\rvert## then?
That symbol string on the RHS is not intrinsically meaningful. It juxtaposes the two operators ##\lvert a\rangle\langle c\rvert## and ##\lvert b\rangle\langle d\rvert## but:
- since they are not scalars, the juxtaposition cannot be interpreted as scalar multiplication
- since they are operators on different spaces (##\mathcal H_1## and ##\mathcal H_2##), the juxtaposition cannot be interpreted as composition of operation.

Should it be something like $$\lvert a,b\rangle\langle c,d\rvert =\lvert a\rangle\langle c\rvert\otimes\lvert b\rangle\langle d\rvert$$
That is one of a number of intrinsically meaningful ways of writing it. It has the same meaning as what I wrote above ##(
|a\rangle\otimes |b\rangle)(\langle c|\otimes\langle d|)## (I have added parentheses here that were only implied above, to make it clear what operations are being performed).
 
  • #5
andrewkirk said:
That is one of a number of intrinsically meaningful ways of writing it. It has the same meaning as what I wrote above (|a⟩⊗|b⟩)(⟨c|⊗⟨d|)

How does one show that the two expressions are equivalent? Would it be something like this:
$$\left(\lvert a\rangle\otimes\lvert b\rangle\langle c\rvert\otimes\langle d\rvert\right)\lvert e\rangle\otimes\lvert f\rangle =\lvert a\rangle\otimes\lvert b\rangle\left(\langle c\vert e\rangle\langle d\vert f\rangle\right)\\ =\left(\lvert a\rangle\langle c\vert e\rangle\right)\otimes \left(\lvert b\rangle\langle d\vert f\rangle\right) =\left(\lvert a\rangle\langle c\lvert\otimes\lvert b\rangle\langle d\lvert\right)\lvert e\rangle\otimes\lvert f\rangle$$
 
  • #6
I would write it as follows:

$$(|a,b\rangle\langle c,d|)|e,f\rangle\equiv (|a\rangle\otimes|b\rangle)(\langle c|\otimes\langle d|)(|e\rangle\otimes|f\rangle)=(\langle c|e\rangle|a\rangle)\otimes (\langle d|f\rangle|b\rangle)$$
and
$$(|a\rangle\langle c|\otimes|b\rangle\langle d|)|e,f\rangle\equiv
(|a\rangle\langle c|\otimes|b\rangle\langle d|)(|e\rangle\otimes |f\rangle)\
=(|a\rangle\langle c|)|e\rangle\otimes (|b\rangle\langle d|)|f\rangle
\equiv (\langle c|e\rangle|a\rangle)\otimes (\langle d|f\rangle|b\rangle)
$$
So
$$(|a,b\rangle\langle c,d|)=(|a\rangle\langle c|\otimes|b\rangle\langle d|)$$
 

Related to What is the outer product of a tensor product of vectors?

1. What is the definition of the outer product of a tensor product of vectors?

The outer product of a tensor product of vectors is a mathematical operation that combines two vectors to create a matrix. It is also known as the dyadic product or the Kronecker product. It involves multiplying each element of one vector by each element of the other vector and arranging the results in a matrix form.

2. How is the outer product of a tensor product of vectors different from the inner product?

The outer product of a tensor product of vectors results in a matrix, while the inner product of two vectors results in a scalar. The outer product is a type of multiplication, while the inner product is a type of dot product. Additionally, the outer product is commutative, while the inner product is not.

3. What is the significance of the outer product in linear algebra?

The outer product is an important operation in linear algebra as it allows for the creation of higher-dimensional structures, such as tensors. It is also useful in matrix operations and in representing geometric transformations. In addition, the outer product can be used to define a basis for vector spaces.

4. Can the outer product of a tensor product of vectors be defined for more than two vectors?

Yes, the outer product can be extended to more than two vectors. For example, the outer product of three vectors would result in a three-dimensional array. This can be further extended to higher dimensions, where the resulting structure would be a multi-dimensional array or tensor.

5. How is the outer product of a tensor product of vectors related to the cross product?

The outer product of two vectors is equivalent to the cross product in three-dimensional space. However, the cross product is only defined for three-dimensional vectors, while the outer product can be defined for vectors in any dimension. Additionally, the cross product results in a vector, while the outer product results in a matrix.

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