If A and B are n × n matrices, A is similar to B if there exists an invertible matrix P such that
$$\mathbf{B=PA{P}^{-1}}$$ | (27) |
Every matrix is similar to itself with P = I. The only similarity transformation that holds for the identity matrix or the zero matrix is this trivial one.
Similarity is a symmetric relation. If A$\sim$B, then B$\sim$A. Therefore, premultiplying Equation 27 by P-1 and postmultiplying it by P yields
$$\mathbf{A={P}^{-1}BP}$$ | (28) |
Similarity is also a transitive relation. If A$\sim$B and B$\sim$C, then A$\sim$C.
Since similarity is reflexive, symmetric, and transitive, it is an equivalence relation. A common example of a similarity transformation in linear algebra is changing the basis of a vector space.