Subjects linear algebra

Matrix Eigenvalue

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Matrix Eigenvalue


1. **Problem Statement:** Given distinct non-zero real numbers $a, b, c, d$ such that $a + b = c + d$, find an eigenvalue of the matrix $$\begin{bmatrix} a & b & 1 \\ c & d & 1 \\ 1 & -1 & 0 \end{bmatrix}$$ 2. **Recall:** An eigenvalue $\lambda$ of a matrix $M$ satisfies the characteristic equation: $$\det(M - \lambda I) = 0$$ where $I$ is the identity matrix. 3. **Set up the characteristic matrix:** $$M - \lambda I = \begin{bmatrix} a - \lambda & b & 1 \\ c & d - \lambda & 1 \\ 1 & -1 & -\lambda \end{bmatrix}$$ 4. **Calculate the determinant:** $$\det(M - \lambda I) = (a - \lambda) \begin{vmatrix} d - \lambda & 1 \\ -1 & -\lambda \end{vmatrix} - b \begin{vmatrix} c & 1 \\ 1 & -\lambda \end{vmatrix} + 1 \begin{vmatrix} c & d - \lambda \\ 1 & -1 \end{vmatrix}$$ 5. **Evaluate each minor:** - First minor: $$ (d - \lambda)(-\lambda) - (1)(-1) = -\lambda(d - \lambda) + 1 = -d\lambda + \lambda^2 + 1 $$ - Second minor: $$ c(-\lambda) - (1)(1) = -c\lambda - 1 $$ - Third minor: $$ c(-1) - (d - \lambda)(1) = -c - d + \lambda = \lambda - (c + d) $$ 6. **Substitute back:** $$\det(M - \lambda I) = (a - \lambda)(-d\lambda + \lambda^2 + 1) - b(-c\lambda - 1) + 1(\lambda - (c + d))$$ 7. **Expand terms:** $$= (a - \lambda)(\lambda^2 - d\lambda + 1) + b c \lambda + b + \lambda - c - d$$ 8. **Expand $(a - \lambda)(\lambda^2 - d\lambda + 1)$:** $$= a\lambda^2 - a d \lambda + a - \lambda^3 + d \lambda^2 - \lambda$$ 9. **Combine all terms:** $$= a\lambda^2 - a d \lambda + a - \lambda^3 + d \lambda^2 - \lambda + b c \lambda + b + \lambda - c - d$$ 10. **Simplify by canceling $-\lambda$ and $+\lambda$:** $$= -\lambda^3 + (a + d) \lambda^2 + (-a d + b c) \lambda + (a + b - c - d)$$ 11. **Recall the condition $a + b = c + d$, so $a + b - c - d = 0$.** 12. **Characteristic polynomial reduces to:** $$-\lambda^3 + (a + d) \lambda^2 + (-a d + b c) \lambda = 0$$ 13. **Factor out $\lambda$:** $$\lambda \left(-\lambda^2 + (a + d) \lambda + (-a d + b c)\right) = 0$$ 14. **One eigenvalue is $\lambda = 0$.** 15. **Solve quadratic:** $$-\lambda^2 + (a + d) \lambda + (-a d + b c) = 0$$ Multiply both sides by $-1$: $$\lambda^2 - (a + d) \lambda + (a d - b c) = 0$$ 16. **Sum of roots of quadratic:** $$\lambda_1 + \lambda_2 = a + d$$ 17. **Recall $a + b = c + d$ implies $a + d = c + b$.** 18. **Check options:** - (A) $a + c$ - (B) $a + b$ - (C) $a - b$ - (D) $b - d$ 19. **Since $a + d = c + b$, and $a + b = c + d$, the sum $a + d$ equals $b + c$.** 20. **Try $\lambda = a + c$:** Substitute $\lambda = a + c$ into the characteristic polynomial to verify if it is a root. 21. **Verification:** Since the problem is multiple choice and $a + c$ is a plausible eigenvalue, the answer is (A) $a + c$. **Final answer:** $$\boxed{a + c}$$