Linear algebra identities of inverse matricies/transpose

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SUMMARY

The discussion focuses on the concepts of left and right inverses of matrices in linear algebra, specifically for rectangular matrices. The left inverse of a matrix A is defined as A^{-1}_{left} = (A^{T}A)^{-1}A^{T}, which exists if A has a pivot in every column. Conversely, the right inverse is defined as A^{-1}_{right} = A^{T}(AA^{T})^{-1}, which exists if A has a pivot in every row. The user seeks clarification on their attempts to demonstrate these identities and the underlying concepts of left and right inverses.

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  • Understanding of matrix operations, specifically transposition and multiplication.
  • Familiarity with concepts of matrix rank and pivots.
  • Knowledge of inverse matrices and their properties.
  • Basic grasp of linear algebra terminology and notation.
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  • Study the properties of matrix transposition and its effects on inverses.
  • Learn about the conditions for the existence of left and right inverses in detail.
  • Explore examples of rectangular matrices and calculate their left and right inverses.
  • Investigate the implications of matrix rank on the existence of inverses.
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Students and educators in linear algebra, mathematicians focusing on matrix theory, and anyone seeking to deepen their understanding of matrix inverses and their applications in various mathematical contexts.

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Homework Statement


Left Inversion in Rectangular Cases. Let A^{-1}_{left} = (A^{T}A)^{-1}A^{T} show A^{-1}_{left}A = I.

This matrix is called the left-inverse of A and it can be shown that if A \in R^{m x n} such that A has a pivot in every column then the left inverse exists.

Right Inversion in Rectangular Cases. Let A^{-1}_{right} = A^{T}(AA^{T})^{-1}. Show AA^{-1}_{right} = I.

This matrix is called the right-inverse of A and it can be shown that if A \in R^{m x n} such that A has a pivot in every row then the right inverse exists.

Homework Equations





The Attempt at a Solution


I tried the left part and this is what I did:
A^{-1}_{left} / (A^{T}A)^{-1}= A^{T}
A^{-1}_{left}(A^{T}A) = A^{T}
A^{-1}_{left}A = A^{T}( A^{T})^{-1} = I

I'm not sure if this is correct or not, so I want to see if I have the right idea. I know that A*A^{-1} = I so I thought this would work. Also isn't the right one the exact same thing? Or do I have to do that one a different way? Oh and can someone also explain the concept of left and right inverse. I don't really understand it. Thanks
 
Last edited:
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Sorry it's not showing right at all. I'll try to make it clearer. Al is A_{left}.

Attempt:
Al^(-1) / (A^T * A)^(-1) = A^T
Al^(-1) * (A^T * A) = A^T
Al^(-1) * A = A^T * (A^T)^(-1) = I
therefore, Al^(-1) * A = I

Hopefully that made what I was trying to do more clear

Can someone please help?
 
Last edited:

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