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7
CHAPTER
Eigenvalues, Eigenvectors
I N T R O D U C T I O N : If A is an n x n matrix and x is a vector in Rn , then Ax is also a vector in Rn, but usually there is no
simple geometric relationship between x and . However, in the special case where x is a nonzero vector and is a scalar
multiple of x, a simple geometric relationship occurs. For example, if A is a matrix, and if x is a nonzero vector such that
is a scalar multiple of x, say , then each vector on the line through the origin determined by x gets mapped back
onto the same line under multiplication by
Nonzero vectors that get mapped into scalar multiples of themselves under a linear operator arise naturally in the study of
vibrations, genetics, population dynamics, quantum mechanics, and economics, as well as in geometry. In this chapter we will
study such vectors and their applications.
Copyright © 2005 John Wiley & Sons, Inc. All rights reserved.

