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A First Course in Linear Algebra, 2017a

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460 Vector Spaces<br />

B + A = B<br />

[ ] 0 0 0<br />

=<br />

1 0 0<br />

It follows that A + B ≠ B + A. Therefore addition as def<strong>in</strong>ed for V is not commutative and V fails<br />

this axiom. Hence V is not a vector space.<br />

Consider another example of a vector space.<br />

Example 9.8: Vector Space of Functions<br />

Let S be a nonempty set and def<strong>in</strong>e F S to be the set of real functions def<strong>in</strong>ed on S. Inotherwords,<br />

we write F S : S ↦→ R. Lett<strong>in</strong>g a,b,c be scalars and f ,g,h functions, the vector operations are def<strong>in</strong>ed<br />

as<br />

Show that F S is a vector space.<br />

( f + g)(x) = f (x)+g(x)<br />

(af)(x) = a( f (x))<br />

♠<br />

Solution. To verify that F S is a vector space, we must prove the axioms beg<strong>in</strong>n<strong>in</strong>g with those for addition.<br />

Let f ,g,h be functions <strong>in</strong> F S .<br />

• <strong>First</strong> we check that addition is closed. For functions f ,g def<strong>in</strong>ed on the set S, their sum given by<br />

( f + g)(x)= f (x)+g(x)<br />

is aga<strong>in</strong> a function def<strong>in</strong>ed on S. Hence this sum is <strong>in</strong> F S and F S is closed under addition.<br />

• Secondly, we check the commutative law of addition:<br />

S<strong>in</strong>ce x is arbitrary, f + g = g + f .<br />

• Next we check the associative law of addition:<br />

( f + g)(x)= f (x)+g(x)=g(x)+ f (x)=(g + f )(x)<br />

(( f + g)+h)(x)=(f + g)(x)+h(x)=(f (x)+g(x)) + h(x)<br />

= f (x)+(g(x)+h(x)) = ( f (x)+(g + h)(x)) = ( f +(g + h))(x)<br />

and so ( f + g)+h = f +(g + h).<br />

• Next we check for an additive identity. Let 0 denote the function which is given by 0(x)=0. Then<br />

this is an additive identity because<br />

and so f + 0 = f .<br />

( f + 0)(x)= f (x)+0(x)= f (x)

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