Math Problem Statement

Prove that the product of a matrix and its transpose is a symmetric matrix.

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 AA be an arbitrary matrix of size m×nm \times n. The product of matrix AA and its transpose ATA^T is given by:

B=AATB = A A^T

We need to prove that BB is a symmetric matrix, i.e., BT=BB^T = B.

  1. Transpose of the product AATA A^T: BT=(AAT)TB^T = (A A^T)^T

    Using the property of transposition that (XY)T=YTXT(XY)^T = Y^T X^T, we get: BT=(AT)TATB^T = (A^T)^T A^T

  2. Simplification: The transpose of a transpose of a matrix equals the original matrix, i.e., (AT)T=A(A^T)^T = A. Thus: BT=AATB^T = A A^T

  3. Conclusion: Since BT=AATB^T = A A^T and B=AATB = A A^T, we conclude that B=BTB = B^T, which means that BB 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:

  1. Can you provide an example matrix to see this property in action?
  2. What is the result if AA is already a symmetric matrix?
  3. How does this property change if AA is not a square matrix?
  4. Can this property be extended to complex matrices, and how would that change the proof?
  5. Does the size of the matrix AA 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)