Math Problem Statement

prove that 𝐴 βˆ’ 1 A βˆ’1 (the inverse of matrix 𝐴 A) exists if and only if 𝐴 βˆ’ 𝑇 A βˆ’T (the inverse of the transpose of 𝐴 A, also known as the transpose of 𝐴 βˆ’ 1 A βˆ’1 ) exists.

Solution

To prove that Aβˆ’1A^{-1} (the inverse of matrix AA) exists if and only if Aβˆ’TA^{-T} (the inverse of the transpose of AA, also known as the transpose of Aβˆ’1A^{-1}) exists, we can break the proof into two parts: the "if" part and the "only if" part.

Part 1: If Aβˆ’1A^{-1} exists, then Aβˆ’TA^{-T} exists.

  1. Given: Aβˆ’1A^{-1} exists.

    • This means there is a matrix Aβˆ’1A^{-1} such that: AAβˆ’1=Aβˆ’1A=IA A^{-1} = A^{-1} A = I where II is the identity matrix.
  2. Transpose both sides:
    Since transposing a matrix product reverses the order of multiplication and transposes each matrix: (AAβˆ’1)T=IT(A A^{-1})^T = I^T (Aβˆ’1)TAT=I(A^{-1})^T A^T = I But IT=II^T = I, since the identity matrix is symmetric: (Aβˆ’1)TAT=I(A^{-1})^T A^T = I This shows that (Aβˆ’1)T(A^{-1})^T is a left-inverse of ATA^T.

  3. Similarly, transpose the other multiplication:
    (Aβˆ’1A)T=IT(A^{-1} A)^T = I^T AT(Aβˆ’1)T=IA^T (A^{-1})^T = I This shows that (Aβˆ’1)T(A^{-1})^T is also a right-inverse of ATA^T.

  4. Conclusion:
    Since (Aβˆ’1)T(A^{-1})^T is both a left-inverse and a right-inverse of ATA^T, it must be the inverse of ATA^T. Thus, the inverse of ATA^T, which is denoted by Aβˆ’TA^{-T}, exists and is equal to (Aβˆ’1)T(A^{-1})^T.

Therefore, if Aβˆ’1A^{-1} exists, then Aβˆ’TA^{-T} exists.

Part 2: If Aβˆ’TA^{-T} exists, then Aβˆ’1A^{-1} exists.

  1. Given: Aβˆ’TA^{-T} exists.
    • This means there is a matrix

Ask a new question for Free

By Image

Drop file here or Click Here to upload

Math Problem Analysis

Mathematical Concepts

Linear Algebra
Matrix Inversion
Transpose of a Matrix

Formulas

A A^{-1} = A^{-1} A = I
(A A^{-1})^T = I^T
(A^{-1})^T A^T = I
A^T (A^{-1})^T = I

Theorems

Properties of Matrix Transpose
Inverse of a Transpose Theorem

Suitable Grade Level

Undergraduate Level