Math Problem Statement

The eigenvalues of the matrix A = [[4, 0, -1], [0, 1, -4], [0, 0, 0]] are asked in a multiple-choice format.

Solution

The matrix AA is given as:

A=[401014000]A = \begin{bmatrix} 4 & 0 & -1 \\ 0 & 1 & -4 \\ 0 & 0 & 0 \end{bmatrix}

To find the eigenvalues, we solve the characteristic equation:

det(AλI)=0\text{det}(A - \lambda I) = 0

where II is the identity matrix and λ\lambda is the eigenvalue.

Step 1: Set up the characteristic matrix

AλI=[4λ0101λ400λ]A - \lambda I = \begin{bmatrix} 4 - \lambda & 0 & -1 \\ 0 & 1 - \lambda & -4 \\ 0 & 0 & -\lambda \end{bmatrix}

Step 2: Calculate the determinant

The determinant is:

det(AλI)=(4λ)1λ40λ=(4λ)((1λ)(λ)0)\text{det}(A - \lambda I) = (4 - \lambda)\begin{vmatrix} 1 - \lambda & -4 \\ 0 & -\lambda \end{vmatrix} = (4 - \lambda)((1 - \lambda)(-\lambda) - 0)

= -\lambda(4 - \lambda)(\lambda - 1)$$ ### Step 3: Solve for eigenvalues Set the determinant equal to zero: $$-\lambda(4 - \lambda)(\lambda - 1) = 0$$ This gives us the solutions: $$\lambda = 0, \lambda = 4, \lambda = 1$$ ### Conclusion: The eigenvalues are $$0, 1, 4$$, corresponding to the first answer option: **0, 1, 4**. Would you like further details or explanations? Here are 5 related questions: 1. What is the geometric meaning of eigenvalues? 2. How do we find eigenvectors for a matrix once we have the eigenvalues? 3. What does the determinant of a matrix tell us in relation to its eigenvalues? 4. How do eigenvalues relate to the stability of a system in differential equations? 5. Can a matrix have complex eigenvalues? Under what conditions? **Tip**: When calculating eigenvalues, always check if the matrix has any obvious properties (e.g., triangular form) to simplify the process.

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Math Problem Analysis

Mathematical Concepts

Linear Algebra
Eigenvalues
Determinants

Formulas

Characteristic equation: det(A - λI) = 0
Eigenvalue determinant calculation

Theorems

Eigenvalue Theorem: The eigenvalues of a matrix are the solutions to the characteristic equation.

Suitable Grade Level

University Level