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​​​​Consider the matrix $\boldsymbol{M}=\left[\begin{array}{cc}2 & -1 \\ 3 & 1\end{array}\right]$.
Which ONE of the following statements is TRUE?

  1. The eigenvalues of $\boldsymbol{M}$ are non-negative and real.
  2. The eigenvalues of $\boldsymbol{M}$ are complex conjugate pairs.
  3. One eigenvalue of $\boldsymbol{M}$ is positive and real, and another eigenvalue of $\boldsymbol{M}$ is zero.
  4. One eigenvalue of $\boldsymbol{M}$ is non-negative and real, and another eigenvalue of $\boldsymbol{M}$ is negative and real.

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To find the eigenvalues of the matrix \( M \), we need to solve the characteristic equation:

\[ \text{det}(M - \lambda I) = 0 \]

where \( \lambda \) represents the eigenvalues and \( I \) is the identity matrix.

The given matrix \( M \) is:

\[ M = \begin{bmatrix} 2 & -1 \\ 3 & 1 \end{bmatrix} \]

The characteristic equation becomes:

\[ \text{det}\left( \begin{bmatrix} 2-\lambda & -1 \\ 3 & 1-\lambda \end{bmatrix} \right) = (2-\lambda)(1-\lambda) - (-1)(3) = 0 \]

Expanding and solving this equation gives us:

\[ (2-\lambda)(1-\lambda) + 3 = 0 \]

\[ (2-\lambda)(1-\lambda) = -3 \]

\[ 2 - 2\lambda - \lambda + \lambda^2 = -3 \]

\[ \lambda^2 - 3\lambda + 5 = 0 \]

Using the quadratic formula, we find the solutions for \( \lambda \):

\[ \lambda = \frac{-(-4) \pm \sqrt{(-3)^2 - 4 \cdot 1 \cdot 5}}{2 \cdot 1} \]

\[ \lambda = \frac{4 \pm \sqrt{9 - 20}}{2} \]

\[ \lambda = \frac{4 \pm \sqrt{-11}}{2} \]

\[ \lambda = \frac{4 \pm \sqrt{11}\;\;i}{2} \]

So, the eigenvalues of matrix \( M \) are complex conjugate pairs, where the real part is zero and the imaginary part is non-zero.

Therefore, the correct statement is:

B. The eigenvalues of M are complex conjugate pairs.
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