Is the Inverse of an Outer-Product Matrix Also an Outer-Product?

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In summary, the conversation discusses the possibility of expressing the inverse of a matrix A, which is an outer-product of a vector v, as an outer-product of another vector. The question also includes an exercise to prove that A has rank 1 if v is nonzero.
  • #1
omaradib
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Hi All,

This is not a homework or coursework question. Yet I have a curiosity.

If a matrix [tex]A[/tex] is an outer-product of a vector [tex]v[/tex] as : [tex]A = v v^{\top}[/tex]

Then can [tex]A^{-1}[/tex], inverse of [tex]A[/tex], be also expressed as an outer-product of some other vector?

Please point me how to approach the question, how to find the answer or how to say it is possible or not.

Thanks.
 
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  • #2
omaradib said:
If a matrix [tex]A[/tex] is an outer-product of a vector [tex]v[/tex] as : [tex]A = v v^{\top}[/tex]

Then can [tex]A^{-1}[/tex]
If A is 0x0 or 1x1, inverting it is easy. Otherwise...

Exercise: If v is nonzero, prove that A has rank 1.


You can do better:

Exercise: A matrix has rank 1 if and only if it is the outer product of two nonzero vectors.
 
  • #3
oops! Thanks.
 

What is an inverse of outer-product?

An inverse of outer-product is a mathematical operation that is used to find the original matrices that were used to create a given outer product. It is the opposite of an outer product, which is a mathematical operation that combines two vectors to create a matrix.

How is the inverse of outer-product calculated?

The inverse of outer-product is calculated by using a combination of matrix operations such as matrix multiplication and matrix inversion. The specific method used depends on the dimensions and properties of the original matrices.

What is the purpose of finding the inverse of outer-product?

The purpose of finding the inverse of outer-product is to reverse the process of creating a matrix from two vectors. This can be useful in various applications such as image processing and data compression.

Can any two matrices have an inverse of outer-product?

No, not all matrices have an inverse of outer-product. The two matrices must meet certain conditions, such as being square and having linearly independent columns, in order for an inverse of outer-product to exist.

How is the inverse of outer-product used in data analysis?

The inverse of outer-product is used in data analysis to find the underlying patterns and relationships between variables in a dataset. It can be used to reconstruct data from compressed representations and to perform dimensionality reduction.

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