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Eigenvalues and eigenvectors [2,2,1;1,3,1;…]
Short answer
Characteristic equation: λ³ − 7λ² + 11λ − 5 = 0 gives eigenvalues λ = 1 (twice) and λ = 5. For λ=5, eigenvector is (1,1,1)ᵀ. For λ=1, eigenvectors are (−2,1,0)ᵀ and (−1,0,1)ᵀ.
Find the eigenvalues and eigenvectors of the matrix [2 2 1; 1 3 1; 1 2 2].
A = [2 2 1; 1 3 1; 1 2 2]
Characteristic equation
- Trace = 2 + 3 + 2 = 7
- Sum of principal minors = (3·2 − 1·2) + (2·2 − 1·1) + (2·3 − 2·1) = 4 + 3 + 4 = 11
- |A| = 2(6 − 2) − 2(2 − 1) + 1(2 − 3) = 8 − 2 − 1 = 5
λ³ − 7λ² + 11λ − 5 = 0 ⇒ (λ − 1)²(λ − 5) = 0
Eigenvalues: λ = 1, 1, 5.
Eigenvectors
λ = 5: A − 5I = [−3 2 1; 1 −2 1; 1 2 −3]. Adding R₁ and R₂ gives −2x + 2z = 0, so x = z. Putting x = z = 1 in R₂ gives 1 − 2y + 1 = 0, so y = 1. X₃ = (1, 1, 1)ᵀ.
λ = 1 (repeated): A − I = [1 2 1; 1 2 1; 1 2 1]. All rows give the single equation x + 2y + z = 0, so rank = 1 and there are 3 − 1 = 2 independent eigenvectors.
- y = 1, z = 0 ⇒ x = −2: X₁ = (−2, 1, 0)ᵀ
- y = 0, z = 1 ⇒ x = −1: X₂ = (−1, 0, 1)ᵀ
Answer:
| Eigenvalue | Eigenvector(s) |
|---|---|
| 5 | k(1, 1, 1)ᵀ |
| 1 (twice) | k₁(−2, 1, 0)ᵀ + k₂(−1, 0, 1)ᵀ |
Since there are three independent eigenvectors, A is diagonalizable.
✓ Answer checked by Claude Opus 5.5 (high effort)
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