Math Problem Statement
Solution
The image shows a math problem asking to:
Prove that the product of a matrix and its transpose is a symmetric matrix.
Proof:
Let be an arbitrary matrix of size . The product of matrix and its transpose is given by:
We need to prove that is a symmetric matrix, i.e., .
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Transpose of the product :
Using the property of transposition that , we get:
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Simplification: The transpose of a transpose of a matrix equals the original matrix, i.e., . Thus:
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Conclusion: Since and , we conclude that , which means that is a symmetric matrix.
Hence, the product of a matrix and its transpose is always symmetric.
Would you like more details or have any questions?
Follow-up questions:
- Can you provide an example matrix to see this property in action?
- What is the result if is already a symmetric matrix?
- How does this property change if is not a square matrix?
- Can this property be extended to complex matrices, and how would that change the proof?
- Does the size of the matrix affect the symmetry of the product?
Tip: When dealing with matrix properties, always pay attention to whether matrices are square, as many important properties like symmetry depend on matrix dimensions.
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Math Problem Analysis
Mathematical Concepts
Linear Algebra
Matrix Transpose
Matrix Multiplication
Symmetric Matrices
Formulas
(XY)^T = Y^T X^T
(A^T)^T = A
Theorems
The product of a matrix and its transpose is always symmetric.
Suitable Grade Level
Undergraduate (1st or 2nd year)
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