Proving that a Symmetric 2×2 Matrix Always Has Two Real Eigenvalues

Every symmetric (that is, A = A^T ) 2 × 2 matrix always has two real eigenvalues, counting multiplicities. (T/F)

True

True.

A symmetric 2×2 matrix will always have two real eigenvalues. This can be proven using the fact that for any 2×2 matrix A, the eigenvalues can be found by solving the characteristic equation, given as det(A – λI) = 0, where λ is the eigenvalue and I is the identity matrix.

For a symmetric matrix A, A = A^T, which means the matrix is equal to its transpose. Let’s assume the matrix A is as follows:
“`
| a b |
| b c |
“`

To find the eigenvalues, we set up the characteristic equation:
“`
det(A – λI) = 0
“`

Substituting the values of A and I:
“`
| a-λ b |
| b c-λ |
“`

Expanding the determinant:
“`
(a-λ)(c-λ) – b^2 = 0
“`

Simplifying:
“`
ac – aλ – cλ + λ^2 – b^2 = 0
“`

Rearranging terms:
“`
λ^2 – (a+c)λ + ac – b^2 = 0
“`

This is a quadratic equation in terms of λ. Applying the quadratic formula:
“`
λ = (-(a+c) ± sqrt((a+c)^2 – 4(ac – b^2))) / 2
“`

Simplifying further:
“`
λ = (-(a+c) ± sqrt(a^2 + 2ac + c^2 – 4ac + 4b^2)) / 2
= (-(a+c) ± sqrt(a^2 – 2ac + c^2 + 4b^2)) / 2
= (-(a+c) ± sqrt((a-c)^2 + 4b^2)) / 2
“`

We can see that in order for λ to be real, the term inside the square root must be non-negative. This means:
“`
(a-c)^2 + 4b^2 ≥ 0
“`

Since squares are always non-negative, this inequality will always hold true, ensuring that the eigenvalues λ will be real.

Hence, we can conclude that every symmetric 2×2 matrix will have two real eigenvalues, counting multiplicities.

More Answers:
The Importance of Existence and Uniqueness in Linear Systems | A Comprehensive Guide
Understanding the Solution Set of a Linear System | Explained with Examples
Understanding the Reversibility of Elementary Row Operations in Linear Algebra

Error 403 The request cannot be completed because you have exceeded your quota. : quotaExceeded

Share:

Recent Posts

Mathematics in Cancer Treatment

How Mathematics is Transforming Cancer Treatment Mathematics plays an increasingly vital role in the fight against cancer mesothelioma. From optimizing drug delivery systems to personalizing

Read More »