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A First Course in Linear Algebra, 2017a

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4.11. Orthogonality and the Gram Schmidt Process 243<br />

The orthogonal complement is def<strong>in</strong>ed as the set of all vectors which are orthogonal to all vectors <strong>in</strong><br />

the orig<strong>in</strong>al subspace. It turns out that it is sufficient that the vectors <strong>in</strong> the orthogonal complement be<br />

orthogonal to a spann<strong>in</strong>g set of the orig<strong>in</strong>al space.<br />

Proposition 4.142: Orthogonal to Spann<strong>in</strong>g Set<br />

Let W be a subspace of R n such that W = span{⃗w 1 ,⃗w 2 ,···,⃗w m }.ThenW ⊥ is the set of all vectors<br />

which are orthogonal to each ⃗w i <strong>in</strong> the spann<strong>in</strong>g set.<br />

The follow<strong>in</strong>g proposition demonstrates that the orthogonal complement of a subspace is itself a subspace.<br />

Proposition 4.143: The Orthogonal Complement<br />

Let W be a subspace of R n . Then the orthogonal complement W ⊥ is also a subspace of R n .<br />

Consider the follow<strong>in</strong>g proposition.<br />

Proposition 4.144: Orthogonal Complement of R n<br />

The complement of R n is the set conta<strong>in</strong><strong>in</strong>g the zero vector:<br />

{ }<br />

(R n ) ⊥ = ⃗ 0<br />

Similarly,<br />

{ } ⊥<br />

⃗ 0 =(R n )<br />

Proof. Here,⃗0 is the zero vector of R n .S<strong>in</strong>ce⃗x •⃗0 = 0forall⃗x ∈ R n , R n ⊆{⃗0} ⊥ .S<strong>in</strong>ce{⃗0} ⊥ ⊆ R n ,the<br />

equality follows, i.e., {⃗0} ⊥ = R n .<br />

Aga<strong>in</strong>, s<strong>in</strong>ce ⃗x •⃗0 = 0forall⃗x ∈ R n , ⃗0 ∈ (R n ) ⊥ ,so{⃗0} ⊆(R n ) ⊥ . Suppose ⃗x ∈ R n , ⃗x ≠⃗0. S<strong>in</strong>ce<br />

⃗x •⃗x = ||⃗x|| 2 and⃗x ≠⃗0, ⃗x •⃗x ≠ 0, so⃗x ∉ (R n ) ⊥ . Therefore (R n ) ⊥ ⊆{⃗0}, and thus (R n ) ⊥ = {⃗0}. ♠<br />

In the next example, we will look at how to f<strong>in</strong>d W ⊥ .<br />

Example 4.145: Orthogonal Complement<br />

Let W be the plane through the orig<strong>in</strong> given by the equation x − 2y + z = 0. F<strong>in</strong>d a basis for the<br />

orthogonal complement of W.<br />

Solution.<br />

From Example 4.140 we know that we can write W as<br />

⎧⎡<br />

⎨<br />

W = span{⃗u 1 ,⃗u 2 } = span ⎣<br />

⎩<br />

1<br />

0<br />

−1<br />

⎤<br />

⎡<br />

⎦, ⎣<br />

0<br />

1<br />

2<br />

⎤⎫<br />

⎬<br />

⎦<br />

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