Eigenvalues and Eigenvector Calculator

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What is a Eigenvalues Calculator?

An eigenvalues calculator is a tool that computes the eigenvalues of a square matrix. Eigenvalues are scalars that provide insights into the properties of a matrix, particularly in linear transformations and systems of equations.

Key Features:

  • Input: Users can enter the elements of the matrix.
  • Output: The calculator returns the eigenvalues, which can be real or complex numbers.
  • Matrix Size: Typically supports matrices of various sizes (2x2, 3x3, etc.).

Applications:

Eigenvalues are used in various fields, including physics, engineering, and data analysis, particularly in principal component analysis (PCA) and stability analysis.

Example of Eigenvalues:

Matrix:

[ 4 2 1 3 ]

Using an eigenvalues calculator:

  • Input the matrix elements.

Calculation: To find the eigenvalues,
solve the characteristic equation:

det(A – λI) = 0

This results in:

| 4-λ 2 1 3-λ | = 0

Calculating the determinant:

(4 – λ)(3 – λ) – (2 × 1) = 0
λ2 – 7λ + 10 = 0

Factoring gives:

(λ – 5)(λ – 2) = 0

Eigenvalues:

  • λ1 = 5
  • λ2 = 2

So, the eigenvalues of the matrix are 5 and 2.

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