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What is the best way to intuitively explain what eigenvectors and eigenvalues are?

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What is the best way to intuitively explain what eigenvectors and eigenvalues are?

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The answers below take the following forms: • application: eigenvectors in dynamical systems • application: principal components analysis (statistics) • the mathematical definition with examples

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