Exercise 6.B.9

What happens if the Gram–Schmidt Procedure is applied to a list of vectors that is not linearly independent?

Answers

Proof. Suppose v1,,vm is a lienarly dependent list in V . Let k be the smallest integer such that vk span (v1, ,vk1). Then v1,,vk1 is linearly independent and we can apply the Gram-Schmidt Procedure to produce an orthonormal list e1,,ek1 whose span is the same. Therefore vk span (e1, ,ek1) and, by 6.30,

vk = vk,e1e1 + + vk,ek1ek1.

But the right-hand side is exactly what we subtract from vk when calculating ek, hence the Gram-Schmidt Procedure cannot continue because we can’t divide by 0. If, however, you discard vk (and every other vector to which happens the same thing), you end up producing an orthonormal basis whose span equals span (v1, ,vm). □

User profile picture
2017-10-06 00:00
Comments