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Eigenvalues and Eigenvectors

Eigenvalues and Eigenvectors

Feb 10, 20261 min read

  • mathematics-for-cs
  • linear-algebra
  • eigenvalues

Eigenvalues and Eigenvectors

← Back to Linear Algebra

Scalar-vector pairs that characterize linear transformations. Eigenvectors are directions that remain unchanged by a transformation, and eigenvalues are the scaling factors. They are central to PCA, spectral methods, and stability analysis.

Key Properties

  • PCA
  • Spectral Methods

Related

  • Matrix Decompositions (eigendecomposition is a key factorization)

mathematics-for-cs linear-algebra eigenvalues


Graph View

  • Eigenvalues and Eigenvectors
  • Key Properties
  • Related

Backlinks

  • Linear Algebra
  • Matrix Decompositions
  • PCA
  • Spectral Methods

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