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Questions and Answers
What are the minors of a matrix and how to find them?
What are the minors of a matrix and how to find them?
What is the ij-th cofactor of a matrix and how to find it?
What is the ij-th cofactor of a matrix and how to find it?
How to find the determinant of a 3x3 (or larger) matrix by Laplace Expansion?
How to find the determinant of a 3x3 (or larger) matrix by Laplace Expansion?
How to find the determinant of a triangular matrix?
How to find the determinant of a triangular matrix?
What effect do each of the three row operations have on the determinant of a matrix?
What effect do each of the three row operations have on the determinant of a matrix?
What is the determinant of a product?
What is the determinant of a product?
What is the determinant of the transpose of a matrix A?
What is the determinant of the transpose of a matrix A?
What is the determinant of the inverse of a matrix A?
What is the determinant of the inverse of a matrix A?
What is the determinant of a matrix with two identical rows?
What is the determinant of a matrix with two identical rows?
What is a cofactor matrix of a matrix A?
What is a cofactor matrix of a matrix A?
What is the adjugate of a matrix A?
What is the adjugate of a matrix A?
How can you find the inverse of a matrix using the determinant and the adjugate?
How can you find the inverse of a matrix using the determinant and the adjugate?
AA^-1 equals what?
AA^-1 equals what?
What is Cramer's Rule?
What is Cramer's Rule?
How to use polynomial interpolation of p(x) to estimate the value corresponding to a given x?
How to use polynomial interpolation of p(x) to estimate the value corresponding to a given x?
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Study Notes
Minors and Cofactors
- Minors of a matrix are the determinants of smaller matrices formed by deleting one row and one column from the original matrix.
- The i,j-th cofactor is calculated as ((-1)^{i+j}) multiplied by the minor corresponding to that entry.
Determinant Calculation
- For 3x3 matrices, use Laplace Expansion, which involves decomposing the determinant into smaller determinants based on row or column selection.
Triangular Matrices
- The determinant of an upper or lower triangular matrix is the product of its main diagonal entries.
Row Operations and Determinant Effects
- Switching two rows: Alters the determinant's sign ((\text{det}(B) = -\text{det}(A))).
- Multiplying a row by scalar (k): (\text{det}(B) = k \cdot \text{det}(A)).
- Adding a multiple of one row to another: (\text{det}(A) = \text{det}(B)), no effect.
Determinants of Products and Transposes
- The determinant of a product of two matrices: (\text{det}(AB) = \text{det}(A) \cdot \text{det}(B)).
- The determinant of the transpose of a matrix equals the determinant of the original matrix: (\text{det}(A^T) = \text{det}(A)).
Inverse Matrix Determinants
- The determinant of the inverse of a matrix is the reciprocal of the determinant of the matrix: (\text{det}(A^{-1}) = \frac{1}{\text{det}(A)}).
- A matrix is invertible if its determinant is non-zero.
Special Determinant Cases
- The determinant of a matrix with two identical rows is zero due to linear dependence.
- A cofactor matrix is created by replacing each entry of a matrix with its corresponding cofactor.
Adjugate and Inverse
- The adjugate of a matrix is the transpose of its cofactor matrix.
- For a matrix (A), the inverse is calculated as (A^{-1} = \frac{1}{\text{det}(A)} \cdot \text{adj}(A)).
Cramer's Rule
- In systems of linear equations represented as (AX = B), solutions can be found using Cramer’s rule: each variable (x_i = \frac{\text{det}(A_i)}{\text{det}(A)}), with (A_i) being the matrix formed by substituting the (i)-th column of (A) with vector (B).
Additional Notes
- For a 2x2 matrix, the adjugate is simply the swap of main diagonal elements with a sign change of the off-diagonal elements.
- Polynomial interpolation can be used for estimating values of polynomials at specific points.
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