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A First Course in Linear Algebra, 2017a

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1.2. Systems of Equations, <strong>Algebra</strong>ic Procedures 31<br />

solutions. Therefore, if we take a l<strong>in</strong>ear comb<strong>in</strong>ation of the two solutions to Example 1.31, this would also<br />

be a solution. For example, we could take the follow<strong>in</strong>g l<strong>in</strong>ear comb<strong>in</strong>ation<br />

⎡ ⎤<br />

−4<br />

⎡ ⎤<br />

−3<br />

⎡ ⎤<br />

−18<br />

3⎣<br />

1 ⎦ + 2⎣<br />

0<br />

0 ⎦ = ⎣<br />

1<br />

3 ⎦<br />

2<br />

You should take a moment to verify that<br />

⎡<br />

⎣<br />

x<br />

y<br />

z<br />

⎤<br />

⎡<br />

⎦ = ⎣<br />

−18<br />

3<br />

2<br />

⎤<br />

⎦<br />

is <strong>in</strong> fact a solution to the system <strong>in</strong> Example 1.31.<br />

Another way <strong>in</strong> which we can f<strong>in</strong>d out more <strong>in</strong>formation about the solutions of a homogeneous system<br />

is to consider the rank of the associated coefficient matrix. We now def<strong>in</strong>e what is meant by the rank of a<br />

matrix.<br />

Def<strong>in</strong>ition 1.33: Rank of a Matrix<br />

Let A be a matrix and consider any row-echelon form of A. Then, the number r of lead<strong>in</strong>g entries<br />

of A does not depend on the row-echelon form you choose, and is called the rank of A. We denote<br />

it by rank(A).<br />

Similarly, we could count the number of pivot positions (or pivot columns) to determ<strong>in</strong>e the rank of A.<br />

Example 1.34: F<strong>in</strong>d<strong>in</strong>g the Rank of a Matrix<br />

Consider the matrix<br />

What is its rank?<br />

⎡<br />

⎣<br />

1 2 3<br />

1 5 9<br />

2 4 6<br />

⎤<br />

⎦<br />

Solution. <strong>First</strong>, we need to f<strong>in</strong>d the reduced row-echelon form of A. Through the usual algorithm, we f<strong>in</strong>d<br />

that this is<br />

⎡<br />

1 0<br />

⎤<br />

−1<br />

⎣ 0 1 2 ⎦<br />

0 0 0<br />

Here we have two lead<strong>in</strong>g entries, or two pivot positions, shown above <strong>in</strong> boxes.The rank of A is r = 2.<br />

♠<br />

Notice that we would have achieved the same answer if we had found the row-echelon form of A<br />

<strong>in</strong>stead of the reduced row-echelon form.<br />

Suppose we have a homogeneous system of m equations <strong>in</strong> n variables, and suppose that n > m. From<br />

our above discussion, we know that this system will have <strong>in</strong>f<strong>in</strong>itely many solutions. If we consider the

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