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A First Course in Linear Algebra, 2017a

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4.10. Spann<strong>in</strong>g, L<strong>in</strong>ear Independence and Basis <strong>in</strong> R n 213<br />

Example 4.109: Null Space of A<br />

Let<br />

F<strong>in</strong>d null(A) and im(A).<br />

⎡<br />

A = ⎣<br />

1 2 1<br />

0 −1 1<br />

2 3 3<br />

⎤<br />

⎦<br />

Solution. In order to f<strong>in</strong>d null(A), we simply need to solve the equation A⃗x =⃗0. This is the usual procedure<br />

of writ<strong>in</strong>g the augmented matrix, f<strong>in</strong>d<strong>in</strong>g the reduced row-echelon form and then the solution. The<br />

augmented matrix and correspond<strong>in</strong>g reduced row-echelon form are<br />

⎡<br />

⎣<br />

1 2 1 0<br />

0 −1 1 0<br />

2 3 3 0<br />

⎤<br />

⎡<br />

⎦ →···→⎣<br />

1 0 3 0<br />

0 1 −1 0<br />

0 0 0 0<br />

The third column is not a pivot column, and therefore the solution will conta<strong>in</strong> a parameter. The solution<br />

to the system A⃗x =⃗0 isgivenby ⎡ ⎤<br />

−3t<br />

⎣ t ⎦ : t ∈ R<br />

t<br />

which can be written as<br />

⎡ ⎤<br />

−3<br />

t ⎣ 1 ⎦ : t ∈ R<br />

1<br />

Therefore, the null space of A is all multiples of this vector, which we can write as<br />

⎧⎡<br />

⎤⎫<br />

⎨ −3 ⎬<br />

null(A)=span ⎣ 1 ⎦<br />

⎩ ⎭<br />

1<br />

F<strong>in</strong>ally im(A) is just {A⃗x :⃗x ∈ R n } and hence consists of the span of all columns of A,thatisim(A)=<br />

col(A).<br />

Notice from the above calculation that that the first two columns of the reduced row-echelon form are<br />

pivot columns. Thus the column space is the span of the first two columns <strong>in</strong> the orig<strong>in</strong>al matrix,andwe<br />

get<br />

⎧⎡<br />

⎨<br />

im(A)=col(A)=span ⎣<br />

⎩<br />

Here is a larger example, but the method is entirely similar.<br />

1<br />

0<br />

2<br />

⎤<br />

⎡<br />

⎦, ⎣<br />

2<br />

−1<br />

3<br />

⎤<br />

⎦<br />

⎤⎫<br />

⎬<br />

⎦<br />

⎭<br />

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