Math Problem Statement
short method to find eigen value of symmetric matrix
Solution
To find the eigenvalues of a symmetric matrix, you can use the following short method:
Steps:
-
Write the characteristic equation: The characteristic equation for a matrix is given by: where:
- is the symmetric matrix.
- is the eigenvalue.
- is the identity matrix of the same size as .
-
Solve the characteristic polynomial: The determinant will give you a polynomial equation in terms of . Solve for , which will give the eigenvalues.
-
Properties of symmetric matrices: Symmetric matrices have the following properties:
- All eigenvalues are real numbers.
- Eigenvectors corresponding to distinct eigenvalues are orthogonal.
Short Method for 2x2 Matrices:
For a symmetric matrix , the characteristic equation simplifies to: This leads to the quadratic equation: Simplify and solve for .
Example:
For the matrix :
- The characteristic equation is:
- Expanding the determinant gives:
- Solving the quadratic equation:
- The solutions for are the eigenvalues.
Tip:
For larger matrices, using matrix diagonalization (if the matrix is diagonalizable) or numerical methods such as QR algorithm might be efficient for finding eigenvalues quickly.
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Math Problem Analysis
Mathematical Concepts
Linear Algebra
Eigenvalues
Symmetric Matrices
Determinants
Formulas
det(A - λI) = 0 (Characteristic Equation)
(a-λ)(c-λ) - b^2 = 0 (Simplified for 2x2 matrix)
Theorems
Symmetric Matrix Theorem
Eigenvalue Theorem
Suitable Grade Level
Grades 11-12
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