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Orthogonal Vectors and Othogonal Complements

Orthogonal vectors

We generalize the notion of perpendicularity to as follows: Definition: Vectors and in are said to be orthogonal (to each other) if , usually denoted by . Observe that the zero vector is orthogonal to every vector in . It can be shown that for any vectors and in , . If , then , which can be regarded as the Pythagorean theorem for . By using the Pythagorean theorem repeatedly, we have the following result: Suppose are vectors in such that they are orthogonal to each other i.e. whenever . Then In the applet below, you will see why is exactly the Pythagorean theorem in . Also, the inner product and the angle between the two vectors are related by the following formula:

Orthogonal Complements

Suppose is a subspace of . A vector in is said to be orthogonal to if for every in . Definition: The subset is called the orthogonal complement of

Exercise

Prove that is a subspace of .

Suppose . Prove that is in if and only if for all .

In the applet below, suppose . If , is a plane through the origin such that all vectors containing in the plane are orthogonal to .
In general, give an m x n matrix , we let be row vectors in . Then consider the homogeneous equation . Suppose is in i.e. a solution to this homogeneous equation. Then it is equivalent to saying that for i.e. is orthogonal to . Hence, we have As the above result is true for all matrices, we apply it to and get It is obvious that . Therefore, we have

Exercise

Find the orthogonal complement of in .