Math Problem Statement

Using these elementary row operations, how can we express matrix A as a product of elementary matrices?

Solution

The image shows a matrix MM and a series of row operations reducing it to the identity matrix. The problem asks how to express MM as a product of elementary matrices based on the given row operations.

Matrix MM:

0 & 2 & 0 \\ 1 & 0 & 1 \\ 1 & 1 & 2 \end{pmatrix}$$ ### The row operations: 1. $$R_1 \leftrightarrow R_2$$ (swap row 1 and row 2) 2. $$R_3 \rightarrow R_3 - R_1$$ (subtract row 1 from row 3) 3. $$\frac{1}{2} R_2$$ (scale row 2 by $$\frac{1}{2}$$) 4. $$R_3 \rightarrow R_3 - R_2$$ (subtract row 2 from row 3) 5. $$R_1 \rightarrow R_1 - R_3$$ (subtract row 3 from row 1) ### To express $$M$$ as a product of elementary matrices: For each row operation, there is a corresponding elementary matrix. Let's derive the elementary matrices for each operation. 1. **Elementary matrix for $$R_1 \leftrightarrow R_2$$**: The operation swaps the first and second rows. The corresponding elementary matrix $$E_1$$ is: $$E_1 = \begin{pmatrix} 0 & 1 & 0 \\ 1 & 0 & 0 \\ 0 & 0 & 1 \end{pmatrix}$$ 2. **Elementary matrix for $$R_3 \rightarrow R_3 - R_1$$**: The operation subtracts row 1 from row 3. The corresponding elementary matrix $$E_2$$ is: $$E_2 = \begin{pmatrix} 1 & 0 & 0 \\ 0 & 1 & 0 \\ -1 & 0 & 1 \end{pmatrix}$$ 3. **Elementary matrix for $$\frac{1}{2} R_2$$**: The operation scales row 2 by $$\frac{1}{2}$$. The corresponding elementary matrix $$E_3$$ is: $$E_3 = \begin{pmatrix} 1 & 0 & 0 \\ 0 & \frac{1}{2} & 0 \\ 0 & 0 & 1 \end{pmatrix}$$ 4. **Elementary matrix for $$R_3 \rightarrow R_3 - R_2$$**: The operation subtracts row 2 from row 3. The corresponding elementary matrix $$E_4$$ is: $$E_4 = \begin{pmatrix} 1 & 0 & 0 \\ 0 & 1 & 0 \\ 0 & -1 & 1 \end{pmatrix}$$ 5. **Elementary matrix for $$R_1 \rightarrow R_1 - R_3$$**: The operation subtracts row 3 from row 1. The corresponding elementary matrix $$E_5$$ is: $$E_5 = \begin{pmatrix} 1 & 0 & -1 \\ 0 & 1 & 0 \\ 0 & 0 & 1 \end{pmatrix}$$ ### Matrix $$M$$ as a product of elementary matrices: The matrix $$M$$ can be expressed as the product of the elementary matrices as follows: $$M = E_5^{-1} E_4^{-1} E_3^{-1} E_2^{-1} E_1^{-1} I$$ where $$I$$ is the identity matrix, and $$E_1, E_2, E_3, E_4, E_5$$ are the elementary matrices corresponding to the row operations. The inverses of the elementary matrices are simple to compute, as: - The inverse of a row swap is the same row swap. - The inverse of a scaling by $$k$$ is scaling by $$\frac{1}{k}$$. - The inverse of a row operation involving subtraction is adding the same multiple back. Thus: $$M = E_1 E_2 E_3 E_4 E_5$$ Let me know if you would like further clarifications or details! Here are 5 questions to expand on this: 1. What are elementary matrices, and why are they important in matrix theory? 2. How do we verify the inverses of elementary matrices for each row operation? 3. What properties of the elementary matrices make them useful for expressing matrix factorizations? 4. Could we apply these operations to different types of matrices, such as non-square matrices? 5. How does this process connect to the LU decomposition of a matrix? **Tip**: Elementary matrices are useful in solving systems of linear equations, performing matrix inversions, and simplifying matrices to reduced forms like row echelon form.

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Math Problem Analysis

Mathematical Concepts

Matrix Theory
Elementary Row Operations
Matrix Factorization

Formulas

Elementary matrix corresponding to a row swap
Elementary matrix corresponding to a row addition
Elementary matrix corresponding to row scaling

Theorems

Elementary Matrices and their Properties
Matrix Inversion using Elementary Matrices

Suitable Grade Level

Undergraduate Level