eigenvectors

Scaling-only transformation survivors

Eigenvectors are vectors that, when a linear transformation is applied to them, change only in scale—not direction.

The scalar by which an eigenvector stretches or shrinks is its eigenvalue.

These concepts are fundamental in linear algebra and appear throughout physics, engineering, and data science: The eigenvectors of the covariance matrix reveal the principal components.

Singular: eigenvector.

linear-algebra

matrix

Ordered numerical arrangement

  • basisUnderlying support or principle
  • subspaceSubset forming smaller space
  • spanDistance between endpoints

dimension · orthogonal · transformation · projection · kernel · range · rank

eigenvalue

characteristic

Distinguishing quality or trait

diagonalization · determinant · trace · polynomial · root · decomposition · invariant · algebraic · dominant · principal

decomposition

diagonalization

Reducing to diagonal form

  • PCAStatistical dimension reduction
  • QRTwo-dimensional scannable code
  • factorizationDecomposing into multiplicative parts

similarity · modal · reduction · covariance · symmetric · unitary · truncated

random-matrix

Dyson

Premium vacuum manufacturer

semicircle · fluctuation · correlation · bulk · edge · asymptotic · localization

stability

equilibrium

State of balance

fixed-point · perturbation · decay · unstable · asymptotic · transient · steady-state · sensitivity · control

networks

centrality

Core significance or position

clustering · community · graph · diffusion · modularity · partition · influence · hub · authority · ranking

quantum

state

Condition or mode

measurement · spin · superposition · Dirac · degeneracy · commuting · simultaneous · collapse

vibration

mode

Way or method

structural · damping · displacement · amplitude · node · antinode · coupled · mechanical · acoustic

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eigenvector

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