Dismiss Notice
Join Physics Forums Today!
The friendliest, high quality science and math community on the planet! Everyone who loves science is here!

A matrix is diagonalizable when algebraic and geometric multiplicities are equal

  1. Jul 21, 2009 #1
    A matrix is diagonalizable when algebraic and geometric multiplicities are equal.
    I know this is true, and my professor proved it, but I did not understand him fully. Can someone please explain?
     
  2. jcsd
  3. Jul 21, 2009 #2

    HallsofIvy

    User Avatar
    Staff Emeritus
    Science Advisor

    This area is for "Learning Materials", not questions. I am moving this thread to "Linear and Abstract Algebra".
     
  4. Jul 21, 2009 #3

    HallsofIvy

    User Avatar
    Staff Emeritus
    Science Advisor

    A matrix is diagonalizable if and only if there exist a "complete set" of eigenvectors. (Your "algebraic and geometric multiplicities are equal". The algebraic multiplicity is the size of the matrix, the geometric multiplicity is the number of independent eigenvectors.) Specifically, if the matrix represents a linear transformation on vector space U, then, in order to be "diagonalizable", there must exist a basis for U consisting of eigenvectors of the linear transformation. You construct the matrix representing a linear transformation, in a given basis, by applying the transformation to each basis vector in turn, writing the result as a linear combination of basis vectors. The coefficients give each column of the matrix.

    If all the basis vectors [itex]\{v_1, v_2, \cdot\cdot\cdot\, v_n\}[/itex] are eigenvectors, that is, if [itex]Lv_1= \lambda_1v_1[/itex], [itex]Lv_2= \lamba_2v_2[/itex], [itex]\cdot\cdot\cdot[/itex], [itex]Lv_n= \lambda_nv_n[/itex], then each column consists of the eigenvalue, in the appropriate position, and "0"s:
    [tex]\begin{bmatrix}\lambda_1 & 0 & \cdot & \cdot & \cdot & 0 \\ 0 & \lambda_2 & \cdot & \cdot\ & \cdot & 0 \\ \cdot & \cdot\ & \cdot\ & \cdot & \cdot & \cdot \\ 0 & 0 & \cdot & \cdot & \cdot & \lambda_n\end{bmatrix}[/tex]
     
Know someone interested in this topic? Share this thread via Reddit, Google+, Twitter, or Facebook




Similar Discussions: A matrix is diagonalizable when algebraic and geometric multiplicities are equal
  1. Diagonalizable matrix (Replies: 19)

Loading...