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Commuting matrices over an algebraically closed field are [[simultaneously triangularizable]], in other words they will be both upper triangular on a same basis. This follows from the fact that commuting matrices preserve each others eigenspaces. If both matrices are diagonalizable, then they can be simultaneously diagonalized. Moreover, if one of the matrices has the property that its minimal polynomial coincides with its characteristic polynomial (i.e., it has the maximal degree), which happens in particular whenever the characteristic polynomial has only simple roots, then the other matrix can be written as a polynomial of the first.
As a direct consequence of simultaneous triangulizability, the eigenvalues of two commuting matrices complex ''A'', ''B'' with their algebraic multiplicities (the [[multiset]]s of roots of their characteristic polynomials) can be matched up as <math>\alpha_i\leftrightarrow\beta_i</math> in such a way that the multiset of eigenvalues of any polynomial <math>P(A,B)</math> in the two matrices is the multiset of the values <math>P(\alpha_i,\beta_i)</math>.
[[Lie's theorem]], which shows that any representation of a [[solvable Lie algebra]] is simultaneously upper triangularizable may be viewed as a generalization.
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