Math Problem Statement
Prove that an n × n matrix A is invertible if and only if it can be expressed as a product of elementary matrices.
Solution
Theorem:
An matrix is invertible if and only if it can be expressed as a product of elementary matrices.
Proof:
(1) If is invertible, then it can be expressed as a product of elementary matrices.
We start by assuming that is invertible. This means that there exists a matrix such that: where is the identity matrix of size .
To prove that can be written as a product of elementary matrices, we need to recall that elementary row operations can transform a matrix into its row-reduced echelon form (RREF). Importantly, every elementary row operation corresponds to multiplying the matrix by an elementary matrix.
Since is invertible, we know that its row-reduced echelon form must be the identity matrix . Therefore, we can perform a finite sequence of elementary row operations to transform into . Let these operations be represented by elementary matrices , such that:
Multiplying both sides of this equation by , we get:
Since the inverse of an elementary matrix is also an elementary matrix, this shows that can be written as a product of elementary matrices.
(2) If can be expressed as a product of elementary matrices, then is invertible.
Now, assume that can be expressed as a product of elementary matrices: where each is an elementary matrix.
Each elementary matrix is invertible, with its inverse also being an elementary matrix. Therefore, the product of invertible matrices is invertible. This means that , as the product of invertible matrices, is itself invertible.
Thus, if can be expressed as a product of elementary matrices, it must be invertible.
Conclusion:
We have shown both directions of the proof:
- If is invertible, then it can be expressed as a product of elementary matrices.
- If can be expressed as a product of elementary matrices, then it is invertible.
Hence, is invertible if and only if it can be expressed as a product of elementary matrices.
Do you want further details on any step or clarification on how elementary matrices work? Here are five questions that expand on this:
- What are the different types of elementary matrices and how do they relate to elementary row operations?
- Can you show an example of a matrix being expressed as a product of elementary matrices?
- How can the inverse of an elementary matrix be computed?
- What is the role of Gaussian elimination in proving a matrix's invertibility?
- How does the concept of determinant relate to the invertibility of a matrix?
Tip: When proving invertibility, always remember that a matrix is invertible if its determinant is non-zero. This gives a quick criterion for checking invertibility in practice.
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Math Problem Analysis
Mathematical Concepts
Linear Algebra
Matrix Inverses
Elementary Matrices
Formulas
A B = I_n
E_k E_{k-1} ... E_2 E_1 A = I_n
A = E_1^{-1} E_2^{-1} ... E_k^{-1}
Theorems
Matrix Invertibility Theorem
Elementary Matrices Theorem
Suitable Grade Level
Undergraduate (College Level)
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