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Equivalence and Similarity

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Two matrices can look very different but represent the same underlying linear transformation, just viewed from different bases.

Equivalence

Two matrices AA and BB are Equivalent if B=QAPB = QAP, where PP and QQ are invertible matrices.

  • Property: Equivalent matrices have the same Rank .

Similarity

Two square matrices AA and BB are Similar if B=P1APB = P^{-1}AP.

  • Note: Similarity is stricter than equivalence. It’s equivalence where Q=P1Q = P^{-1}.
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Invariants

Similar matrices share deep properties. They are effectively the “same” operator.

  • Same Rank
  • Same Determinant
  • Same Trace
  • Same Eigenvalues
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