Chapter E  Eigenvalues

When we have a square matrix of size n, A, and we multiply it by a vector x from n to form the matrix-vector product (Definition MVP), the result is another vector in n. So we can adopt a functional view of this computation — the act of multiplying by a square matrix is a function that converts one vector (x) into another one (Ax) of the same size. For some vectors, this seemingly complicated computation is really no more complicated than scalar multiplication. The vectors vary according to the choice of A, so the question is to determine, for an individual choice of A, if there are any such vectors, and if so, which ones. It happens in a variety of situations that these vectors (and the scalars that go along with them) are of special interest.

We will be solving polynomial equations in this chapter, which raises the specter of roots that are complex numbers. This distinct possibility is our main reason for entertaining the complex numbers throughout the course. You might be moved to revisit Section CNO and Section O.

 Section EE Eigenvalues and Eigenvectors
  Subsection EEM: Eigenvalues and Eigenvectors of a Matrix
  Subsection PM: Polynomials and Matrices
  Subsection EEE: Existence of Eigenvalues and Eigenvectors
  Subsection CEE: Computing Eigenvalues and Eigenvectors
  Subsection ECEE: Examples of Computing Eigenvalues and Eigenvectors
  Subsection READ: Reading Questions
  Subsection EXC: Exercises
  Subsection SOL: Solutions
 Section PEE Properties of Eigenvalues and Eigenvectors
  Subsection ME: Multiplicities of Eigenvalues
  Subsection EHM: Eigenvalues of Hermitian Matrices
  Subsection READ: Reading Questions
  Subsection EXC: Exercises
  Subsection SOL: Solutions
 Section SD Similarity and Diagonalization
  Subsection SM: Similar Matrices
  Subsection PSM: Properties of Similar Matrices
  Subsection D: Diagonalization
  Subsection FS: Fibonacci Sequences
  Subsection READ: Reading Questions
  Subsection EXC: Exercises
  Subsection SOL: Solutions
  Annotated Acronyms E: Eigenvalues