Eigenvector
A direction a matrix only stretches or shrinks rather than rotating, and the factor it scales by is the eigenvalue. These directions describe what a transformation fundamentally does.
A definition is not an understanding. This is taught properly in Norms, projections and decompositions, part of Linear algebra.
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