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Measure, Integration & Real Analysis, 2021a

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Section 8A Inner Product Spaces 215<br />

8.5 Example norms on inner product spaces<br />

In each of the following examples, the inner product is the standard inner product<br />

as defined in Example 8.2.<br />

• If n ∈ Z + and (a 1 ,...,a n ) ∈ F n , then<br />

√<br />

‖(a 1 ,...,a n )‖ = |a 1 | 2 + ···+ |a n | 2 .<br />

Thus the norm on F n associated with the standard inner product is the usual<br />

Euclidean norm.<br />

• If (a 1 , a 2 ,...) ∈ l 2 , then<br />

‖(a 1 , a 2 ,...)‖ =<br />

( ∞<br />

∑ |a k | 2) 1/2<br />

.<br />

k=1<br />

Thus the norm associated with the inner product on l 2 is just the standard norm<br />

‖·‖ 2 on l 2 as defined in Example 7.2.<br />

• If μ is a measure and f ∈ L 2 (μ), then<br />

(∫<br />

‖ f ‖ =<br />

| f | 2 dμ) 1/2.<br />

Thus the norm associated with the inner product on L 2 (μ) is just the standard<br />

norm ‖·‖ 2 on L 2 (μ) as defined in 7.17.<br />

The definition of an inner product (8.1) implies that if V is an inner product space<br />

and f ∈ V, then<br />

• ‖f ‖≥0;<br />

• ‖f ‖ = 0 if and only if f = 0.<br />

The proof of the next result illustrates a frequently used property of the norm on<br />

an inner product space: working with the square of the norm is often easier than<br />

working directly with the norm.<br />

8.6 homogeneity of the norm<br />

Suppose V is an inner product space, f ∈ V, and α ∈ F. Then<br />

‖α f ‖ = |α|‖f ‖.<br />

Proof<br />

We have<br />

‖α f ‖ 2 = 〈α f , α f 〉 = α〈 f , α f 〉 = αα〈 f , f 〉 = |α| 2 ‖ f ‖ 2 .<br />

Taking square roots now gives the desired equality.<br />

<strong>Measure</strong>, <strong>Integration</strong> & <strong>Real</strong> <strong>Analysis</strong>, by Sheldon Axler

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