Matrix and Determinant
- Problem on inverse and adjoint of a matrix
Inverse of a Matrix
- The inverse of a matrix A is denoted as A-1
- If A is a square matrix of order n and AB = BA = In, then B is the inverse of A
- A matrix has an inverse if and only if its determinant is non-zero
Determinant of a Matrix
- The determinant of a square matrix A is denoted as |A|
- It is a scalar value calculated from the elements of the matrix
- Determinants are only defined for square matrices
Properties of Inverse
- If A is invertible, then A-1 is unique
- (AB)-1 = B-1A-1
- (A-1)-1 = A
- (kA)-1 = (1/k)A-1 (where k is a non-zero scalar)
- (AT)-1 = (A-1)T
Problem 1
Find the inverse of the matrix A = [2, 1; 4, 3]
Solution 1
First, calculate the determinant of A:
|A| = (2 * 3) - (4 * 1) = 6 - 4 = 2
Since the determinant is non-zero, A has an inverse.
Next, find the adjoint of A:
Aadj = [3, -1; -4, 2]
Finally, divide the adjoint of A by the determinant:
A-1 = (1/2) * [3, -1; -4, 2]
Problem 2
Find the inverse of the matrix B = [5, 2, 1; 4, 3, 1; 2, 1, 1]
Solution 2
First, calculate the determinant of B:
|B| = 5 * (3 * 1 - 1 * 1) - 2 * (4 * 1 - 1 * 1) + 1 * (4 * 1 - 3 * 1)
|B| = 5 * (3 - 1) - 2 * (4 - 1) + 1 * (4 - 3)
|B| = 5 * 2 - 2 * 3 + 1 * 1
|B| = 10 - 6 + 1
|B| = 5
Since the determinant is non-zero, B has an inverse.
Next, find the adjoint of B:
Badj = [2, -1, 1; -2, 4, -1; -1, 1, -1]
Finally, divide the adjoint of B by the determinant:
B-1 = (1/5) * [2, -1, 1; -2, 4, -1; -1, 1, -1]
Problem 3
Find the inverse of the matrix C = [1, 2; 3, 4]
Solution 3
First, calculate the determinant of C:
|C| = (1 * 4) - (3 * 2) = 4 - 6 = -2
Since the determinant is non-zero, C has an inverse.
Next, find the adjoint of C:
Cadj = [4, -2; -3, 1]
Finally, divide the adjoint of C by the determinant:
C-1 = (1/-2) * [4, -2; -3, 1]
Matrix and Determinant
- Problem on inverse and adjoint of a matrix
Example 1
Find the inverse of the matrix A = [2, 3; 1, 4]
- Determine the determinant of A
- Find the adjoint matrix of A
- Divide the adjoint matrix by the determinant to find the inverse
Example 2
Find the inverse of the matrix B = [9, 2; 7, 8]
- Calculate the determinant of B
- Find the adjoint matrix of B
- Divide the adjoint matrix by the determinant to find the inverse
Example 3
Find the inverse of the matrix C = [6, 2; 3, 4]
- Determine the determinant of C
- Find the adjoint matrix of C
- Divide the adjoint matrix by the determinant to find the inverse
Properties of Determinants
- If A and B are two square matrices of the same order, then |AB| = |A||B|
- If A is a square matrix and c is a scalar, then |cA| = cn|A|, where n is the order of the matrix
- If A and B are two square matrices of the same order, then |A+B| &
Cramer’s Rule
- Cramer’s rule is a formula used to solve a system of linear equations using determinants
- For a system of linear equations Ax = b, where A is the coefficient matrix, x is the vector of variables, and b is the vector of constants, we can use Cramer’s rule to find the values of x1, x2, …, xn
- x1 = |B1| / |A|, where B1 is obtained by replacing the first column of A with b
- x2 = |B2| / |A|, where B2 is obtained by replacing the second column of A with b
- xn = |Bn| / |A|, where Bn is obtained by replacing the nth column of A with b
Example 4
Solve the system of linear equations:
4x - 2y = 2
- Write the coefficient matrix A and the vector of constants b
- Calculate the determinant of A
- Calculate the determinants of matrices B1 and B2
- Solve for x and y using Cramer’s rule
Properties of Inverse
- If A is invertible, then A-1 is unique
- (AB)-1 = B-1A-1
- (A-1)-1 = A
- (kA)-1 = (1/k)A-1 (where k is a non-zero scalar)
- (AT)-1 = (A-1)T
Summary
- Inverse of a matrix is only defined for square matrices with non-zero determinants
- The determinant of a matrix is a scalar value calculated from its elements
- Inverse and adjoint of a matrix can be used to solve linear equations
- Cramer’s rule provides a method to solve systems of linear equations using determinants
Questions?
- Do you have any questions on the topic of inverse and adjoint of a matrix?
- Let’s solve some practice problems to reinforce the concepts we’ve learned
Matrix and Determinant - Problem on inverse and adjoint of a matrix
- Problem 4: Find the inverse of the matrix D = [3, 1, 2; 5, 2, 4; 1, 0, 2]
- Solution 4:
- Calculate the determinant of D
- Find the adjoint matrix of D
- Divide the adjoint matrix by the determinant to find the inverse
Matrix and Determinant - Problem on inverse and adjoint of a matrix
- Problem 5: Find the inverse of the matrix E = [4, 6, 1; 3, 2, 5; 7, 1, 3]
- Solution 5:
- Calculate the determinant of E
- Find the adjoint matrix of E
- Divide the adjoint matrix by the determinant to find the inverse
Matrix and Determinant - Property of Determinants
- Property 1: If two rows or columns of a matrix are interchanged, the determinant changes its sign.
- Property 2: If any row (or column) of a matrix is multiplied by a non-zero scalar, the determinant is multiplied by the same scalar.
- Property 3: If a row (or column) of a matrix is replaced by the sum of itself and the corresponding row (or column) of another matrix, the determinant remains unchanged.
Matrix and Determinant - Property of Determinants
- Property 4: The determinant of the identity matrix In, where n is the order of the square matrix, is 1.
- Property 5: If two rows or columns of a matrix are proportional, the determinant of the matrix is 0.
- Property 6: If any two rows or columns of a matrix are proportional, the value of the determinant is zero.
Matrix and Determinant - Cramer’s Rule
- Cramer’s rule can be used to solve a system of linear equations with n variables.
- For a system of equations Ax = b, where A is the coefficient matrix, x is the vector of variables, and b is the vector of constants, Cramer’s rule states that:
- x1 = |A1| / |A|
- x2 = |A2| / |A|
- …
- xn = |An| / |A|
Matrix and Determinant - Cramer’s Rule Example
Solve the following system of equations using Cramer’s rule:
2x - y + 3z = 6
x + 2y - z = 4
- Write the coefficient matrix A and the vector of constants b
- Calculate the determinant of A
- Calculate the determinants of matrices A1, A2, and A3
- Solve for x, y, and z using Cramer’s rule
Matrix and Determinant - Cramer’s Rule Example
Solve the following system of equations using Cramer’s rule:
3x + 2y - z = 7
x + 3y + 2z = 8
- Write the coefficient matrix A and the vector of constants b
- Calculate the determinant of A
- Calculate the determinants of matrices A1, A2, and A3
- Solve for x, y, and z using Cramer’s rule
Matrix and Determinant - Summary
- Inverse of a matrix is only defined for square matrices with non-zero determinants
- The determinant of a matrix is a scalar value calculated from its elements
- Properties of determinants can be used to simplify calculations and transformations on matrices
- Cramer’s rule provides a method to solve systems of linear equations using determinants
Matrix and Determinant - Questions?
- Do you have any questions on the topic of inverse and adjoint of a matrix, determinants, or Cramer’s rule?
- Let’s solve some practice problems to reinforce the concepts we’ve learned
Matrix and Determinant - Thank You!
- Thank you for attending this lecture on matrix and determinant
- If you have any further questions, feel free to reach out to me
- Stay tuned for more topics in our upcoming lectures!