Math Problem Statement
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Solution
The image you provided contains three matrix properties that can be proven using matrix algebra rules. I will go step by step to prove each one:
1. Proof of
This property states that the inverse of the transpose of a matrix is equal to the transpose of the inverse of the matrix.
Proof:
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Let be an invertible matrix.
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The inverse of a matrix is defined as the matrix such that: where is the identity matrix.
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Taking the transpose of both sides of , we get:
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By the property of transposes, , so: This shows that is the inverse of .
Therefore,
2. Proof of
This property states that the inverse of the inverse of a matrix is the matrix itself.
Proof:
- By the definition of an inverse, if is the inverse of , then:
- To find , we need to find the matrix that, when multiplied by , gives the identity matrix: From this, we can conclude that .
Therefore,
3. Proof of
This property states that the inverse of the product of matrices is the product of their inverses in reverse order.
Proof:
- Let , , and be invertible matrices.
- We need to show that:
- Using the associative property of matrix multiplication, we calculate: Since and , this simplifies to: Thus, .
Therefore,
Summary
We have successfully proven all three properties:
Let me know if you'd like further explanations or additional examples.
Relative Questions:
- What are the conditions for a matrix to be invertible?
- Can you extend the property of matrix product inverses to more than three matrices?
- How does the determinant of a matrix relate to its invertibility?
- What is the difference between a matrix transpose and its inverse?
- Can a non-square matrix have an inverse?
Tip:
For any matrix , exists if and only if is square and its determinant is non-zero.
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Math Problem Analysis
Mathematical Concepts
Matrix Algebra
Inverse Matrices
Transpose of Matrices
Formulas
(A^T)^{-1} = (A^{-1})^T
(A^{-1})^{-1} = A
(ABC)^{-1} = C^{-1}B^{-1}A^{-1}
Theorems
Inverse of the transpose theorem
Inverse property theorem
Inverse of matrix multiplication theorem
Suitable Grade Level
Undergraduate/Graduate level