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:
To express this in matrix form, we write it as:
where the matrix
is symmetric, and the quadratic form is given by:
Step 1: Identify coefficients
Comparing the original quadratic form with the general form , we can identify the coefficients as:
Thus, the matrix is:
Step 2: Check if the matrix is positive definite
A matrix is positive definite if:
- All its leading principal minors are positive.
- The eigenvalues are positive.
For a matrix, the leading principal minors are:
- The first minor:
- The determinant of the matrix.
First minor:
The first minor is , which is positive.
Determinant of :
Since , we have:
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:
- What does it mean geometrically for a matrix to be positive definite?
- How can we find the eigenvalues of a 2x2 matrix?
- Can you always determine if a matrix is positive definite by checking its determinant?
- What does the quadratic form represent in this case?
- How does the sign of cross-product terms like 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
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