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How do you represent a linear transformation in a new basis?

To represent a standard-coordinate transformation AA in a new basis, use the formula P−1APP^{-1}AP. First convert the input vector to the new basis using P−1P^{-1}, apply the transformation AA in standard coordinates, then convert the result back to the new basis using PP. For a counterclockwise quarter-turn, the example gives [1/3−2/35/3−1/3]\begin{bmatrix}1/3&-2/3\\5/3&-1/3\end{bmatrix}.

Conditions

  • The transformation AA is defined in standard coordinates.
  • The change-of-basis matrix PP is invertible.

Reasoning, step by step

  1. Identify the standard matrix AA and the change-of-basis matrix PP.
  2. Compute the product P−1APP^{-1}AP.
  3. Interpret the resulting matrix as the transformation's representation in the new basis.

Example

The script states: "To represent a standard-coordinate transformation AA in Jennifer's coordinates, first convert with PP, apply AA, then convert back with P−1P^{-1}. The resulting matrix is P−1APP^{-1}AP. For a counterclockwise quarter-turn, the example gives [1/3−2/35/3−1/3]\begin{bmatrix}1/3&-2/3\\5/3&-1/3\end{bmatrix}."

Common misconceptions

  • Applying AA directly to coordinates in the new basis without converting.
  • Confusing the order of multiplication: it is P−1APP^{-1}AP, not PAP−1PAP^{-1}.

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