Math Problem Statement
Solution
We are given a matrix and need to determine which vector from the provided options is an eigenvector of this matrix.
Steps to determine the eigenvector:
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To be an eigenvector, a vector must satisfy the equation , where is the eigenvalue, and is the eigenvector.
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First, find the eigenvalues by solving the characteristic equation: where is the identity matrix.
We compute the determinant: Solving gives .
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Now, find the eigenvectors corresponding to and .
Eigenvectors for :
We solve . This leads to a system of linear equations, and solving it yields the eigenvector corresponding to , which involves complex numbers like or .
Conclusion:
From the list of options, the vector matches an eigenvector associated with the eigenvalue . Therefore, the correct answer is the second option: .
Would you like more details on any step? Here are related questions to deepen your understanding:
- How do you compute the determinant of a 2x2 matrix?
- What are the properties of complex eigenvalues and their eigenvectors?
- Can a matrix have both real and complex eigenvalues?
- How do you solve for eigenvectors once eigenvalues are found?
- Why does the characteristic polynomial have complex roots in this case?
Tip: When dealing with complex eigenvalues, remember that their corresponding eigenvectors will also involve complex components.
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Math Problem Analysis
Mathematical Concepts
Linear Algebra
Eigenvectors
Complex Numbers
Formulas
A * v = λ * v
det(A - λI) = 0
Theorems
Eigenvalue-Eigenvector Theorem
Characteristic Equation
Suitable Grade Level
Undergraduate