Math Problem Statement

a) Show that the matrix for the following quadratic form is positive definite √ 3x21 + 2x22 − 2 2 x1 x2

Solution

The given quadratic form is:

3x12+2x2222x1x2\sqrt{3}x_1^2 + 2x_2^2 - 2\sqrt{2}x_1x_2

To express this in matrix form, we write it as:

Q(x1,x2)=(x1x2)(abbd)(x1x2)Q(x_1, x_2) = \begin{pmatrix} x_1 & x_2 \end{pmatrix} \begin{pmatrix} a & b \\ b & d \end{pmatrix} \begin{pmatrix} x_1 \\ x_2 \end{pmatrix}

where the matrix

A=(abbd)A = \begin{pmatrix} a & b \\ b & d \end{pmatrix}

is symmetric, and the quadratic form is given by:

Q(x1,x2)=ax12+dx22+2bx1x2Q(x_1, x_2) = a x_1^2 + d x_2^2 + 2b x_1 x_2

Step 1: Identify coefficients

Comparing the original quadratic form 3x12+2x2222x1x2\sqrt{3}x_1^2 + 2x_2^2 - 2\sqrt{2}x_1x_2 with the general form ax12+dx22+2bx1x2a x_1^2 + d x_2^2 + 2b x_1 x_2, we can identify the coefficients as:

  • a=3a = \sqrt{3}
  • d=2d = 2
  • b=2b = -\sqrt{2}

Thus, the matrix AA is:

A=(3222)A = \begin{pmatrix} \sqrt{3} & -\sqrt{2} \\ -\sqrt{2} & 2 \end{pmatrix}

Step 2: Check if the matrix is positive definite

A matrix is positive definite if:

  1. All its leading principal minors are positive.
  2. The eigenvalues are positive.

For a 2×22 \times 2 matrix, the leading principal minors are:

  • The first minor: a=3a = \sqrt{3}
  • The determinant of the matrix.

First minor:

The first minor is 3\sqrt{3}, which is positive.

Determinant of AA:

det(A)=(3)(2)(2)(2)=232=2(31)\det(A) = (\sqrt{3})(2) - (-\sqrt{2})(-\sqrt{2}) = 2\sqrt{3} - 2 = 2(\sqrt{3} - 1)

Since 31.732\sqrt{3} \approx 1.732, we have:

2(31)2(1.7321)=2(0.732)=1.4642(\sqrt{3} - 1) \approx 2(1.732 - 1) = 2(0.732) = 1.464

The determinant is positive.

Conclusion:

Both the first minor and the determinant are positive, so the matrix is positive definite.

Would you like more details on this solution or any specific part?

Here are some questions you might find interesting:

  1. What does it mean geometrically for a matrix to be positive definite?
  2. How can we find the eigenvalues of a 2x2 matrix?
  3. Can you always determine if a matrix is positive definite by checking its determinant?
  4. What does the quadratic form represent in this case?
  5. How does the sign of cross-product terms like x1x2x_1x_2 affect the matrix properties?

Tip: Positive definiteness of a matrix ensures that the associated quadratic form is strictly convex, which has important applications in optimization.

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Math Problem Analysis

Mathematical Concepts

Linear Algebra
Quadratic Forms
Positive Definite Matrices

Formulas

Quadratic form matrix representation: Q(x) = x^T * A * x
Determinant formula for 2x2 matrix: det(A) = ad - bc

Theorems

Positive Definiteness Criterion: A matrix is positive definite if all leading principal minors are positive.
Eigenvalue Criterion: A matrix is positive definite if all eigenvalues are positive.

Suitable Grade Level

Undergraduate