Matrix Eigenvalues
1. Problem 1: Given a 3x3 matrix \(A=\begin{bmatrix}1 & 0 & 0 \\ 2 & -3 & 0 \\ 1 & 4 & 2\end{bmatrix}\),
- We know the sum of two eigenvalues equals the trace of \(A\).
- Find the determinant \(|A|\).
- Find the eigenvalues of \(A^2\).
Step 1: Calculate the trace of \(A\):
$$\text{trace}(A) = 1 + (-3) + 2 = 0$$
Step 2: Since the sum of two eigenvalues equals the trace (which is 0), let the eigenvalues be \(\lambda_1, \lambda_2, \lambda_3\). Given the sum of two of them equals 0, the third eigenvalue must satisfy the sum of all three equals 0.
Step 3: Find eigenvalues of \(A\) by solving \(|A - \lambda I| = 0\):
\[ \begin{vmatrix} 1-\lambda & 0 & 0 \\ 2 & -3-\lambda & 0 \\ 1 & 4 & 2-\lambda \end{vmatrix} = 0 \]
Since the matrix is upper-triangular in the first row and last column structure, calculate determinant as:
$$ (1-\lambda) \begin{vmatrix} -3-\lambda & 0 \\ 4 & 2-\lambda \end{vmatrix} = 0 $$
Calculate inner determinant:
$$ (-3-\lambda)(2-\lambda) - 0 = (-3-\lambda)(2-\lambda) $$
So characteristic polynomial is:
$$ (1-\lambda)((-3 - \lambda)(2 - \lambda)) = 0 $$
Set each factor to 0:
- \(1-\lambda=0 \Rightarrow \lambda=1\)
- \((-3 - \lambda)(2 - \lambda)=0\) gives \(\lambda = -3\) or \( \lambda = 2 \)
Step 4: Eigenvalues of \(A\) are \(1, -3, 2\). Trace is \(1 - 3 + 2 = 0\). The sum of any two eigenvalues can be 0 if choosing \(1\) and \(-1\) but here, as given, sum of two eigenvalues equals trace.
Step 5: Find eigenvalues of \(A^2\) by squaring eigenvalues of \(A\):
$$ \lambda_i^2 = 1^2 = 1, (-3)^2 = 9, 2^2 = 4 $$
2. Problem 2: Given matrix \( A=\begin{bmatrix} 1 & 1 & 3 \\ 1 & 5 & 3 \\ 3 & 1 & A^{-1} \end{bmatrix} \), find eigenvalues of \(A\).
Step 1: Finding eigenvalues requires solving characteristic polynomial \(|A - \lambda I|=0\).
Step 2: Note the matrix element in position (3,3) is \(A^{-1}\), possibly a typo or symbolic.
Step 3: Since data is incomplete for numerical eigenvalue calculation, eigenvalues cannot be explicitly found.
3. Problem 3: For matrix \(A=\begin{bmatrix} 0 & 5 & -1 \\ 5 & 1 & 6 \\ -1 & 6 & 2 \end{bmatrix}\) with eigenvalues \(3,6\) given, find the quadratic form corresponding to \(A\).
Step 1: The quadratic form is given by:
$$ Q(x) = x^T A x = \sum_{i=1}^3 \sum_{j=1}^3 a_{ij} x_i x_j $$
Step 2: Writing explicitly,
$$ Q(x) = 0 \cdot x_1^2 + 5 x_1 x_2 - x_1 x_3 + 5 x_2 x_1 + 1 x_2^2 + 6 x_2 x_3 - x_3 x_1 + 6 x_3 x_2 + 2 x_3^2 $$
Step 3: Since quadratic forms are symmetric, combine terms:
$$ Q(x) = x_1^T 0 x_1 + 2 \times 5 x_1 x_2 + 2 \times (-1) x_1 x_3 + 1 x_2^2 + 2 \times 6 x_2 x_3 + 2 x_3^2 $$
So,
$$ Q(x) = 10 x_1 x_2 - 2 x_1 x_3 + x_2^2 + 12 x_2 x_3 + 2 x_3^2 $$
4. Problem 4: Find index and signature of quadratic form
$$ x_1^2 + 2 x_2^2 - 3 x_3^2 $$
Step 1: Identify coefficients and signs:
- Positive coefficients: \(1, 2\)
- Negative coefficient: \(-3\)
Step 2: Index is the number of positive coefficients: 2
Step 3: Signature is \((p, q)\) where \(p\) is number of positive terms and \(q\) is number of negative terms:
$$ \text{Signature} = (2, 1) $$
5. Problem 5: Evaluate \( \lim_{x \to ?} \frac{x^{-1}}{x+1} \)
Step 1: The limit's variable approaching value is missing. Assume \(x \to 0\), then:
$$ \lim_{x\to 0} \frac{1/x}{x+1} = \lim_{x\to 0} \frac{1}{x (x+1)} $$
Step 2: As \(x \to 0\), denominator \(x(x+1) \to 0\), so limit diverges to \(\infty\) or \(-\infty\) depending on direction.
6. Problem 6: Evaluate:
$$ \lim_{x \to 0} \frac{1 + \cos 2x}{(\pi - 2x)^2} $$
Step 1: As \(x \to 0\), numerator \(1+\cos 0 = 1 + 1 = 2\)
Step 2: Denominator \((\pi - 0)^2 = \pi^2\)
Step 3: So limit:
$$ \frac{2}{\pi^2} $$
7. Problem 7: Find \( dy/dx \) if \( y = \sin(\log x) \)
Step 1: Use chain rule:
$$ \frac{d}{dx} y = \cos(\log x) \times \frac{d}{dx} (\log x) = \cos(\log x) \times \frac{1}{x} $$
So,
$$ \frac{dy}{dx} = \frac{\cos(\log x)}{x} $$
8. Problem 8: Find \( y' \) if:
$$ \cos(x y) = 1 + \sin y $$
Step 1: Differentiate both sides w.r.t \(x\) implicitly:
$$ -\sin(x y) \cdot (y + x y') = \cos y \cdot y' $$
Step 2: Rewrite derivative noting \( y \) is function of \( x \):
$$ -\sin(x y)(y + x y') = \cos y \cdot y' $$
Step 3: Group terms of \(y'\):
$$ -\sin(x y) y - x \sin(x y) y' = \cos y y' $$
Step 4: Move terms:
$$ - x \sin(x y) y' - \cos y y' = \sin(x y) y $$
Step 5: Factor \( y' \):
$$ y' (- x \sin(x y) - \cos y) = \sin(x y) y $$
Step 6: Solve for \(y'\):
$$ y' = \frac{\sin(x y) y}{- x \sin(x y) - \cos y} = - \frac{y \sin(x y)}{x \sin(x y) + \cos y} $$
9. Problem 9: Find critical values of:
$$ f(x) = 5 x^3 - 6 x $$
Step 1: Find derivative:
$$ f'(x) = 15 x^2 - 6 $$
Step 2: Set derivative to zero for critical points:
$$ 15 x^2 - 6 = 0 \Rightarrow x^2 = \frac{6}{15} = \frac{2}{5} $$
Step 3: So critical values at:
$$ x = \pm \sqrt{\frac{2}{5}} $$