Math Problem Statement
Solution
Let's go through each statement and determine if it's true or false:
-
Statement: Let be a square matrix. If the system has a unique solution, then is invertible.
Answer: True.
Explanation: If has a unique solution for every , then must be invertible. This is because a unique solution implies that has full rank and no null space, which is characteristic of an invertible matrix. -
Statement: If is a square matrix, then .
Answer: False.
Explanation: This statement only holds if is symmetric. Not all square matrices are symmetric, so does not hold universally for all square matrices. -
Statement: Given four invertible square matrices , , , and of the same size, we have .
Answer: False.
Explanation: The inverse of a product of matrices is actually , not . -
Statement: Given two square matrices and of the same size, we have .
Answer: True.
Explanation: This is the matrix analogue of the difference of squares formula. Expanding gives . For square matrices, does not always hold. However, if and commute, this statement is true.
Summary of Answers:
- True
- False
- False
- True
Would you like more detailed explanations, or do you have further questions on any of these?
Here are 5 follow-up questions related to the topic:
- What conditions must a square matrix meet to be invertible?
- Can a non-square matrix have an inverse? Why or why not?
- How does symmetry in a matrix affect its eigenvalues?
- How would you prove that the inverse of a product of matrices is the reverse product of their inverses?
- When do two matrices commute, and what are the implications of this property?
Tip: For matrix multiplication, remember that the order of multiplication matters; does not generally equal .
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Math Problem Analysis
Mathematical Concepts
Matrix Inverses
Matrix Transpose
Matrix Multiplication
Matrix Identities
Formulas
If Ax = b has a unique solution, then A is invertible
For symmetric matrices, A^T = A
(ABCD)^{-1} = D^{-1}C^{-1}B^{-1}A^{-1} for invertible matrices
(A + B)(A - B) = A^2 - B^2 if A and B commute
Theorems
Invertible Matrix Theorem
Properties of Transpose
Inverse of Matrix Product
Difference of Squares
Suitable Grade Level
Undergraduate level (Linear Algebra)
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