Practice Set-3

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0. Basic Concepts and Matrix Representation

  1. Write the matrix associated with the quadratic form \(Q(x,y)=3x^2+5y^2+2xy\).
  2. Write the symmetric matrix for \(Q(x,y,z)=x^2+2y^2+3z^2+2xy+4xz+6yz\).
  3. For \(Q(x,y)=4x^2+9y^2-12xy\), write the corresponding matrix and show it is singular.
  4. Express \(Q(x,y)=2x^2+2xy+y^2\) as \(\mathbf{x}^T A\mathbf{x}\) and give matrix \(A\).
  5. Find the matrix for \(Q(x,y,z)=x^2+y^2-z^2\) and state its trace and determinant.
  6. Convert the following matrix into quadratic form: \[ A = \begin{bmatrix} 2 & 1 \\ 1 & 3 \end{bmatrix} \] Find the quadratic form \(Q(x) = x^T A x\).
  7. Convert the following matrix into quadratic form: \[ B = \begin{bmatrix} 4 & -2 \\ -2 & 5 \end{bmatrix} \] Find the quadratic form \(Q(x) = x^T B x\).
  8. Convert the following matrix into quadratic form: \[ C = \begin{bmatrix} 1 & 2 & 1 \\ 2 & 3 & 0 \\ 1 & 0 & 2 \end{bmatrix} \] Find the quadratic form \(Q(x) = x^T C x\).

A. Reduction to Canonical (Diagonal) Form

  1. Reduce \(Q(x,y)=7x^2+2xy+3y^2\) to diagonal form using an orthogonal transformation (show steps).
  2. Show that \(Q(x,y)=4x^2+12xy+9y^2\) reduces to a perfect square and give the canonical form.
  3. Reduce \(Q(x,y,z)=2x^2+2y^2+2z^2+2xy+2xz+2yz\) to diagonal form by finding eigenvectors.
  4. Find an orthogonal matrix that diagonalizes \(Q(x,y)=13x^2-10xy+13y^2\) and write the canonical form.
  5. Reduce \(Q(x,y)=9x^2+12xy+4y^2\) into canonical form and identify the change of variables.

B. Canonical Form — Methods (Completing the Square / Orthogonal)

  1. Use completing the square to reduce \(Q(x,y)=x^2-4xy+4y^2\) to canonical form.
  2. Apply a rotation (orthogonal transformation) to diagonalize \(Q(x,y)=5x^2+6xy+5y^2\).
  3. Reduce \(Q(x,y,z)=x^2+y^2+z^2+2xy\) to diagonal form and give the new variables.
  4. Find canonical form of \(Q(x,y)=6x^2+8xy+3y^2\) by computing eigenvalues of its matrix.
  5. Diagonalize \(Q(x,y,z)=x^2+y^2+z^2-2xy-2yz-2xz\) and list the diagonal entries.

C. Definiteness Classification (Positive / Negative / Indefinite)

  1. Classify \(Q(x,y) = x^2+2xy+y^2\) (use Sylvester's criterion or eigenvalues).
  2. Classify \(Q(x,y) = -x^2-2xy-y^2\).
  3. Classify \(Q(x,y,z)=x^2+y^2+z^2\).
  4. Classify \(Q(x,y)=x^2-2xy+y^2\) and explain whether it is positive semidefinite or definite.
  5. Classify \(Q(x,y)=x^2-y^2\) and state its index and signature.
  6. Classify \(Q(x,y,z)=x^2+2y^2-z^2\).
  7. Decide definiteness of \(Q(x,y)=3x^2+2xy+3y^2\) by Sylvester's criterion.
  8. Decide definiteness of \(Q(x,y)=2x^2-4xy+2y^2+z^2\) and justify.
  9. Is \(Q(x,y,z)=(x+y+z)^2\) positive definite, semidefinite, or indefinite? Explain.
  10. Show whether \(Q(x,y)=-4x^2-4xy-y^2\) is negative definite, semidefinite, or indefinite.

D. Computation & Applied Exercises

  1. Given matrix \(A=\begin{pmatrix}2&1\\1&2\end{pmatrix}\), write the quadratic form \(\mathbf{x}^T A\mathbf{x}\) and classify it.
  2. For matrix \(B=\begin{pmatrix}1&2&1\\2&4&2\\1&2&1\end{pmatrix}\), find the rank and reduce the associated quadratic form to canonical form.
  3. Show that \(Q(x,y)=2x^2+2xy+y^2\) can be written as a sum of squares and determine definiteness.
  4. Find the principal axes for \(Q(x,y)=7x^2+2xy+3y^2\) (i.e., eigenvectors) and normalize them.
  5. Given \(Q(x,y,z)=2x^2+5y^2+3z^2+4xy-2xz\), construct the symmetric matrix and state whether it is positive definite.
  6. Prove that if the symmetric matrix of a quadratic form has all positive eigenvalues then the form is positive definite.
  7. Find an example of a 2×2 quadratic form that is indefinite and explain why.
  8. Show that the quadratic form corresponding to \(A=\begin{pmatrix}0&1\\1&0\end{pmatrix}\) is indefinite by finding a vector \(\mathbf{x}\) with negative value and one with positive value.
  9. For \(Q(x,y)=9x^2+12xy+4y^2\) find the orthogonal matrix that diagonalizes it and give the diagonal form.
  10. Given \(Q(x,y)=x^2+4xy+4y^2\), reduce it to canonical form and classify definiteness.