Math Problem Statement
When does the system A\mathbf{x} = \mathbf{b} have a solution for a non-invertible n \times n matrix A? Is the solution unique? Explain your reasoning.
Solution
The question is asking when the system of linear equations , where is a non-invertible matrix, will have a solution and whether that solution is unique.
Key Points:
- Invertibility: If is invertible, the solution is always unique and can be found as . However, if is non-invertible (singular), we cannot directly compute , and other considerations arise.
- Non-invertible Case: For a non-invertible matrix , the system may or may not have solutions, depending on .
- Solution Existence: Solutions exist if lies in the column space of , meaning that can be expressed as a linear combination of the columns of .
- Unique Solution: If is non-invertible, the system might either have no solution, one solution, or infinitely many solutions. In the case where there is a solution, it is not unique because non-invertibility implies there are dependent rows or columns, leading to multiple possible solutions.
Answer:
- The correct option for when the system has a solution is B. Sometimes. This is because a non-invertible matrix may only sometimes yield solutions, depending on .
Is the solution unique?
- No, the solution is not unique for a non-invertible matrix, because there could be infinitely many solutions when the system is consistent (i.e., when is in the column space of ).
Would you like further details or clarifications on this? Here are some related questions:
- What conditions make a matrix non-invertible?
- How do we check if a system has infinitely many solutions?
- Can a non-invertible matrix ever have a unique solution?
- How does the rank of a matrix affect the solution of a system?
- What is the difference between the null space and the column space of a matrix?
Tip: If you're working with non-invertible matrices, looking at the rank (number of independent rows/columns) can help determine the nature of the solutions.
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Math Problem Analysis
Mathematical Concepts
Linear Algebra
Matrix Theory
Invertibility
Column Space
Solution Uniqueness
Formulas
A\mathbf{x} = \mathbf{b}
A^{-1} \mathbf{b}
Theorems
Invertible Matrix Theorem
Rank-Nullity Theorem
Suitable Grade Level
College/University Level