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Question

A $m \times m$ skew-symmetric matrix with real-valued entries, and $x$ is an $m$-dimensional column vector with real-valued entries such that $x^T x = 1$. The quantity $x^T A x$ evaluates to _________ 

(Answer in integer)

Skew-Symmetric Matrix Property and Quadratic Forms

We are given a skew-symmetric matrix $A$ with real entries and a real vector $x$ such that $x^T x = 1$. We need to find the value of the quantity $q = x^T A x$.

Properties of Skew-Symmetric Matrices

  • A matrix $A$ is skew-symmetric if its transpose equals its negative: $A^T = -A$.
  • For a real skew-symmetric matrix, all diagonal elements are zero. This is because $a_{ii} = -a_{ii}$, implying $2a_{ii} = 0$, so $a_{ii} = 0$.

Evaluating $x^T A x$

Let the quantity be $q = x^T A x$. Since $x$ and $A$ contain real entries, $q$ must be a scalar (a single real number). Consider the transpose of $q$:

  1. $q^T = (x^T A x)^T$
  2. Using the property $(ABC)^T = C^T B^T A^T$, we get: $q^T = x^T A^T (x^T)^T$
  3. Since $(x^T)^T = x$, we have: $q^T = x^T A^T x$
  4. Given that $A$ is skew-symmetric, $A^T = -A$. Substituting this: $q^T = x^T (-A) x$
  5. $q^T = - (x^T A x)$
  6. Since $q = x^T A x$, we have: $q^T = -q$

Because $q$ is a scalar, its transpose $q^T$ is equal to itself, $q^T = q$. Therefore, we have the equation:

$q = -q$

Adding $q$ to both sides gives:

$2q = 0$

Dividing by 2, we find:

$q = 0$

Thus, the quantity $x^T A x$ evaluates to 0.

The condition $x^T x = 1$ ensures $x$ is a unit vector but doesn't change the result derived from the skew-symmetric property of $A$.

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Important Questions from Matrix Algebra

  1. Consider the system of equations: x + y = 2 and 2x + 2y = 5. This system has

  2. The standard ordered basis of R 3 is {e 1, e 2, e 3} Let T : R 3 → R 3 be the linear transformation such that T(e 1) = 7e 1- 5e 3, T (e 2) = -2e 2+ 9e 3, T(e 3) = e 1+ e 2+ e 3. The standard matrix of T is:

  3. The system of equations

    x + y + z = 6;

    x + 4y + 6z = 20;

    x + 4y + λz = μ

    has NO solution for values of λ and μ given by

  4. What is the transformation matrix M that transforms a square in the xy-plane defined by (1, 1) T, (-1, 1) T, (-1, -1) T and (1, -1) T to a parallelogram whose corresponding vertices are (2, 1) T, (0, 1) T, (-2, -1) T and (0, -1) T?

  5. If A = \( \left[\begin{array}{cc}0 & 1 \\ −1 & 0\end{array}\right]\)  and (aI 2  + bA)2  = A, then
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